1 Packages used for analysis

source('https://raw.githubusercontent.com/joshua-d-campbell/utilities/master/R/mut_utils.R')
source('https://raw.githubusercontent.com/joshua-d-campbell/utilities/master/R/lm_utils.R')
library(gridExtra)
library(ggplot2)
library(dplyr)
library(knitr)
library(kableExtra)
## Warning in !is.null(rmarkdown::metadata$output) && rmarkdown::metadata$output
## %in% : 'length(x) = 3 > 1' in coercion to 'logical(1)'
library(ggrepel)
library(tidyverse)
library(tidyr)
library(reshape2)

2 Read in datafiles: sample info, CRISPR-KO gene effect, absolute genome doublings.

Align datafiles by samples and genes.

## Read data files
setwd('/Users/owensanborn/Documents/R Studio/Achilles_Analysis/Data')
sample.info <- read.csv("../../Achilles_Analysis/Data/sample_info.csv", 
                        header=TRUE, stringsAsFactors=FALSE, row.names = 1, check.names=FALSE)
sample.info$DepMap_ID <- rownames(sample.info)

absolute <- read.table("../../Achilles_Analysis/Data/CCLE_combined.table.txt", 
                       header = TRUE, sep = "\t", row.names=1)

crispr <- read.csv("../../Achilles_Analysis/Data/CRISPR_gene_effect.csv", 
                   header=TRUE, stringsAsFactors=FALSE, row.names = 1, check.names=FALSE)
colnames(crispr) <- gsub(" \\(.*\\)", "", colnames(crispr))
crispr.t <- t(as.matrix(crispr))

## Subset cell lines by WGD and define KIF18A sensitivity phenotype from CRISPR gene effect data
absolute.wgd <- subset(absolute, Genome.doublings > 0)
sample.info.wgd <- subset(sample.info, CCLE_Name %in% absolute.wgd$sample & DepMap_ID %in% colnames(crispr.t))

KIF18A_Status <- select(crispr, KIF18A)
KIF18A_Status$Status <- factor(ifelse(KIF18A_Status$KIF18A > -1, 'insens', 'sens'), 
                               levels = c('insens', 'sens'))
KIF18A_Status <- KIF18A_Status[sample.info.wgd$DepMap_ID,]

##Get DepMap_IDs for cancer types and create KIF18A sensitivity phenotype tables used for analysis
id.all <- sample.info.wgd$DepMap_ID
All_Status <- subset(KIF18A_Status, rownames(KIF18A_Status) %in% id.all)

subtypes <- list("NSCLC", "exocrine", "glioma", "esophagus_squamous", "ovary_adenocarcinoma", "colorectal_adenocarcinoma", "melanoma", "upper_aerodigestive_squamous", "gastric_adenocarcinoma", "bladder_carcinoma", "hepatocellular_carcinoma", "Breast_cancers", "SCLC")

##Combine breast cancer cell lines
sample.info.wgd$lineage_subtype <- gsub(c("breast_adenocarcinoma|breast_carcinoma|breast_ductal_carcinoma"),
                                "Breast_cancers", sample.info.wgd$lineage_subtype)

create_lists <- function(sample_info, KIF18A_Status, tumor_types) {
  result <- list()
  for (tumor_type in tumor_types) {
    ids <- sample_info$DepMap_ID[sample_info$lineage_subtype %in% tumor_type]
    status_df <- subset(KIF18A_Status, rownames(KIF18A_Status) %in% ids)
    
    result[[paste("ID_List", tumor_type, sep = "_")]] <- ids
    result[[paste("Status_DF", tumor_type, sep = "_")]] <- status_df
  }
  return(result)
}

res.ids <- create_lists(sample.info.wgd, KIF18A_Status, subtypes)

3 Enrichment analysis of essential genes in KIF18A sensitive/insensitive cell lines

For each gene -1 was used as the cutoff to be essential. Completed for all, breast cancers, and NSCLC WGD cell lines. KIF18A sensitive: gene effect score < -1. KIF18A insensitive: gene effect score > -1. Fisher exact test used for downstream analysis.

setwd('/Users/owensanborn/Documents/R Studio/Achilles_Analysis/Data')
enrich <- function(data, pheno, cutoff = -1) {
  require(pROC)
  
  ##Adds one sample to each FET contingency to correct for 0 inhibiting odds ratio calculation
  x = data.frame(KIF18A = c(-2, -2, 2, 2), Status = c("sens", "sens", "insens", "insens"))
  rownames(x) = c("s1", "s2", "s3", "s4")
  pheno.i <- rbind(pheno, x)
  
  data.i <- as.data.frame(data)
  data.i$s1 <- -2
  data.i$s2 <- 2
  data.i$s3 <- -2
  data.i$s4 <- 2
  data.i <- as.matrix(data.i)
  print(levels(pheno$Status))
  ##Perform Fisher Exact Test and Wilcoxon Rank Sum Test
  res.fet.full = fet(data.i < cutoff, pheno.i$Status, reorder=FALSE)
  colnames(res.fet.full) = paste0("FET_", colnames(res.fet.full))
  res.wilcox.full = wilcoxon(data, pheno$Status, sort=FALSE)  
  colnames(res.wilcox.full) = paste0("Wilcoxon_", colnames(res.wilcox.full))
  
  data.select = rowSums(data < cutoff) > 4
  fet.select.fdr = res.fet.full$FET_Pvalue
  fet.select.fdr[!data.select] = NA
  fet.select.fdr = p.adjust(fet.select.fdr, 'fdr')
  wilcox.select.fdr = res.wilcox.full$Wilcoxon_Pvalue
  wilcox.select.fdr[!data.select] = NA
  wilcox.select.fdr = p.adjust(wilcox.select.fdr, 'fdr')
  
  res = data.frame(res.fet.full, "FET_FDR_Filter"=fet.select.fdr, res.wilcox.full, "Wilcoxon_FDR_Filter"=wilcox.select.fdr)
  
  colnames(res)[1] <- "Gene"
  colnames(res) <- gsub("_Wt_", "_NonDependent_", colnames(res))
  colnames(res) <- gsub("_Mutated_", "_Dependent_", colnames(res))
  
  #Cohen's d standardization for Wilcoxon effect size
  insens <- sum(pheno$Status == "insens")
  sens <- sum(pheno$Status == "sens")
  sd_pooled <- sqrt(((insens - 1)*var(res$Wilcoxon_insens_Media) + (sens-1)* var(res$Wilcoxon_sens_Media))/(insens + sens - 2))
  res$Wilcoxon_Effect <-  (res$Wilcoxon_insens_Median-res$Wilcoxon_sens_Median)/sd_pooled
    
  return(res)
}

results <- list()
# Iterate over the tumor types
for (tumor_type in subtypes) {
  id_list_name <- paste("ID_List", tumor_type, sep = "_")
  status_df_name <- paste("Status_DF", tumor_type, sep = "_")
  
  ids <- res.ids[[id_list_name]]
  status_df <- res.ids[[status_df_name]]
  
  # Perform the function using the subset columns and status dataframe
  result <- enrich(crispr.t[, ids], status_df)
  
  # Store the result in the list using the tumor type as the key
  results[[tumor_type]] <- result
}

4 Fisher Exact Test volcano plot indicating genes with lowest p-value

Enriched for essentiality in KIF18A sensitive: blue = log(odds ratio) > 0 Enriched for essentiality in KIF18A insensitive: red = log(odds ratio) < 0

volcano_fet <- function(data, n, title, subtitle) {
    data <- data[!data$Gene == 'KIF18A', ]

    #Define lowest p value genes at +/- odds ratios
    up.n <- head(arrange(subset(data, FET_OR > 1),
                      subset(data, FET_OR > 1)$FET_Pvalue), n)$Gene
    down.n <-head(arrange(subset(data, FET_OR < 1), 
                       subset(data, FET_OR < 1)$FET_Pvalue), n)$Gene

    data$label <- data$Gene
    data$label <- ifelse(data$label %in% c(up.n, down.n), data$label, "")

    data$Hits <- ifelse(data$label %in% up.n, "red", 
                             ifelse(data$label %in% down.n, "blue", "black"))
  
    ymax <- ceiling(max(abs(log(data$FET_Pvalue))))
    xmax <- plyr::round_any(max(abs(-log(data$FET_OR))), 0.25, ceiling)
  
    plot <- ggplot(data, aes(x= log(FET_OR), y = -log(FET_Pvalue), label = label)) +
        coord_cartesian(ylim=c(0, ymax), xlim= c(-xmax, xmax), clip="off") +
        geom_point(aes(color= Hits), size = 1, alpha=0.8) + 
        geom_label_repel( size = 3, force = 10, max.overlaps = 100000) +
        scale_color_manual(values=c("black","blue", "red")) +
        theme_bw() + theme(legend.position="none") +
        theme(panel.grid = element_blank())+
        xlab("Log odds ratio") + ylab(expression("-Log"[10]*"(P-value)")) +
        labs(title =title, subtitle=subtitle)+
        annotate("Text", x = xmax/2, y=-1.2, label = "KIF18A sensitive")+
        annotate("Text", x = -xmax/2, y=-1.2, label = "KIF18A insensitive")
        
    
    return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(volcano_fet(result, 25,"Essentiality Enrichment: FET", tumor_type ))
  cat(" \n\n")
}

4.1 NSCLC

4.2 exocrine

4.3 glioma

4.4 esophagus_squamous

4.5 ovary_adenocarcinoma

4.6 colorectal_adenocarcinoma

4.7 melanoma

4.8 upper_aerodigestive_squamous

4.9 gastric_adenocarcinoma

4.10 bladder_carcinoma

4.11 hepatocellular_carcinoma

4.12 Breast_cancers

4.13 SCLC

cat(" \n\n")

5 Wilcoxon Rank Sum Test volcano plot indicating genes with lowest p-value

This is descriptive of the absolute differences between KIF18A sensitive and insensitive cell line Cohen’s d method used for standardization of effect size Enriched for essentiality in KIF18A sensitive: blue = Cohen’s d > 0 Enriched for essentiality in KIF18A insensitive: red = Cohen’s d < 0

volcano_Wil <- function(data, n, title, subtitle) {
    data <- data[!data$Gene == 'KIF18A', ]

    
    #Define lowest p value genes at +/- Cohen's D effect size
    down.n <- head(arrange(subset(data, Wilcoxon_Effect > 0.25),
                      subset(data, Wilcoxon_Effect > 0.25)$Wilcoxon_Pvalue), n)$Gene
    up.n <-head(arrange(subset(data, Wilcoxon_Effect < -0.25), 
                      subset(data, Wilcoxon_Effect < -0.25)$Wilcoxon_Pvalue), n)$Gene

    data$label <- data$Gene
    data$label <- ifelse(data$label %in% c(up.n, down.n), data$label, "")

    data$Hits <- ifelse(data$label %in% up.n, "red", 
                             ifelse(data$label %in% down.n, "blue", "black"))

    ymax <- ceiling(max(abs(log(data$Wilcoxon_Pvalue))))
    xmax <- plyr::round_any(max(abs(data$Wilcoxon_Effect)), 0.1, ceiling)
  
    plot <- ggplot(data, aes(x= Wilcoxon_Effect, y = -log(Wilcoxon_Pvalue), label = label)) +
        coord_cartesian(ylim=c(0, ymax), xlim= c(-xmax, xmax), clip="off")+
        geom_point(aes(color= Hits), size = 1, alpha=.8) + 
        geom_label_repel( size = 3, force = 10, max.overlaps = 100000) +
        scale_color_manual(values=c("black","blue", "red")) +
        theme_bw() + theme(legend.position="none") +
        #geom_vline(xintercept = 0, lty=2, color="black")
        theme(panel.grid = element_blank())+
        xlab("Wilcoxon Effect Size") + ylab(expression("-Log"[10]*"(P-value)")) +
        labs(title =title, subtitle=subtitle)+
        annotate("Text", x = xmax/2, y=-1.2, label = "KIF18A sensitive")+
        annotate("Text", x = -xmax/2, y=-1.2, label = "KIF18A insensitive")
        
    
    return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(volcano_Wil(result, 25, "Essentiality Enrichment: Wilcoxon", tumor_type ))
  cat(" \n\n")
}

5.1 NSCLC

5.2 exocrine

5.3 glioma

5.4 esophagus_squamous

5.5 ovary_adenocarcinoma

5.6 colorectal_adenocarcinoma

5.7 melanoma

5.8 upper_aerodigestive_squamous

5.9 gastric_adenocarcinoma

5.10 bladder_carcinoma

5.11 hepatocellular_carcinoma

5.12 Breast_cancers

5.13 SCLC

cat(" \n\n")

6 Overlap of FET and Wilcoxon analysis

FET analysis hits (p<0.05) are red Wilcoxon analysis hits (p<0.05) are blue Genes found to huts by both analysis are black.

FET_Wil <- function(data, n, title, subtitle) {
   data <- data[!data$Gene == 'KIF18A', ]
  
   data$label <- data$Gene  
   label.fet <- subset(data, FET_Pvalue <= 0.05)$Gene
   label.wil <- subset(data, Wilcoxon_Pvalue <= 0.05)$Gene
   label.merge <- intersect(label.fet, label.wil)
   
   data$label <- ifelse(data$label %in% label.merge, data$label, "")
  
   data$color <- ifelse(data$Gene %in% as.vector(label.merge), "black",
                        ifelse(data$Gene %in% as.vector(label.fet), "blue",
                        ifelse(data$Gene %in% as.vector(label.wil), "red", "grey")))

   ymax <- ceiling(max(abs(log(data$FET_OR))))
   xmax <- plyr::round_any(max(abs(data$Wilcoxon_Effect)), 0.25, ceiling)
    
   plot <- ggplot(data = data, aes(x= Wilcoxon_Effect, y= log(FET_OR), label=label))+
   geom_point(aes(color=color), size = 1, alpha=.8) +
   scale_color_manual(values=c("black", "blue", "grey", "red")) +
   geom_label_repel( size = 3, force = 10, max.overlaps = 100000)+
   theme_bw() + theme(legend.position="none") +
   geom_vline(xintercept = 0, lty=2, color="black")+
   geom_hline(yintercept = 0, lty=2, color="black")+
   theme(panel.grid = element_blank())+
   xlab("Wilcoxon Effect Size") + ylab(expression("FET Log Odds Ratio")) +
   labs(title =title, subtitle=subtitle)+
   coord_cartesian(ylim=c(-ymax, ymax), xlim= c(-xmax, xmax), clip="off")
  
  return(plot)
}

for (tumor_type in subtypes) {
  result <- results[[tumor_type]]
  cat('## ', tumor_type, ' {.tabset} \n\n')
  print(FET_Wil(result, 25, "Overlap of FET and Wilcoxon", tumor_type ))
  cat(" \n\n")
}

6.1 NSCLC

6.2 exocrine

6.3 glioma

6.4 esophagus_squamous

6.5 ovary_adenocarcinoma

6.6 colorectal_adenocarcinoma

6.7 melanoma

6.8 upper_aerodigestive_squamous

6.9 gastric_adenocarcinoma

6.10 bladder_carcinoma

6.11 hepatocellular_carcinoma

6.12 Breast_cancers

6.13 SCLC

cat(" \n\n")

7 Genes scored by their essentiality in KIF18A sensitive vs insensitive cell lines

Score indicated count of time the gene appears as a hit in FET and wilcoxon analysis in the cancer types examined (all cancers together, breast cancers, NSCLC, melanoma)

hits_list_multiple <- function(df_list, direction) {
  combined_sens <- data.frame(Gene = character(), Count = numeric(),
                                stringsAsFactors = FALSE)
  combined_insens <- data.frame(Gene = character(), Count = numeric(),
                                stringsAsFactors = FALSE)

  for (df in df_list) {
    df <- df[!df$Gene == 'KIF18A', ]
    FET_sens_genes <- df$Gene[df$FET_OR > 1 & df$FET_Pvalue < 0.05]
    FET_insens_genes <- df$Gene[df$FET_OR < 1 & df$FET_Pvalue < 0.05]
  
    Wil_sens_genes <- df$Gene[df$Wilcoxon_Effect > 0 & df$Wilcoxon_Pvalue < 0.05]
    Wil_insens_genes <- df$Gene[df$Wilcoxon_Effect < 0 & df$Wilcoxon_Pvalue < 0.05]
  
    sens_genes <- c(FET_sens_genes, Wil_sens_genes)
    insens_genes <- c(FET_insens_genes, Wil_insens_genes)
  
    sens_counts <- table(sens_genes)
    insens_counts <- table(insens_genes)
    combined_sens <- rbind(combined_sens, data.frame(Gene = names(sens_counts),
                                                        Score = as.numeric(sens_counts),
                                                        stringsAsFactors = FALSE))
    combined_insens <- rbind(combined_insens, data.frame(Gene = names(insens_counts),
                                                        Score = as.numeric(insens_counts),
                                                        stringsAsFactors = FALSE))
  }
  aggregated_sens <- aggregate(Score ~ Gene, combined_sens, sum)
  aggregated_insens <- aggregate(Score ~ Gene, combined_insens, sum)
  aggregated_sens <- aggregated_sens[order(-aggregated_sens$Score), ]
  aggregated_insens <- aggregated_insens[order(-aggregated_insens$Score), ]

  return(list("Associated with KIF18A Sensitivity" = aggregated_sens,
              "Associated with KIF18A Insensitivity" = aggregated_insens))
}


result <- hits_list_multiple(results)

sensitive_genes <- result$`Associated with KIF18A Sensitivity`
sensitive_genes <- sensitive_genes[order(-as.numeric(sensitive_genes$Score)), ]
rownames(sensitive_genes) <- NULL
cat("Associated with KIF18A Sensitivity:\n")

Associated with KIF18A Sensitivity:

kable(sensitive_genes, format = "html", col.names = c("Gene", "Score")) %>%
  kable_styling(full_width = FALSE) %>% 
  scroll_box(width = "100%", height = "300px")
Gene Score
RAC1 5
DAZAP1 4
DYNC1LI1 4
NOP9 4
SGO1 4
SKA1 4
VDAC3 4
ABCE1 3
AEBP1 3
ATP6AP2 3
ATP6V1C1 3
ATXN7L3B 3
C1orf52 3
C1QA 3
CAMKV 3
CAND1 3
CENPT 3
CPTP 3
CSNK1A1 3
CYP8B1 3
DRG2 3
EDC4 3
FANCA 3
FANCL 3
FASN 3
FBXW11 3
GGPS1 3
HAGH 3
HEBP1 3
HECTD3 3
HHLA3 3
HNRNPH1 3
IFT22 3
LACC1 3
LIN28A 3
LNPEP 3
LRRC72 3
MAGEA12 3
MEN1 3
MFNG 3
MTREX 3
NSL1 3
NUP58 3
PES1 3
PTPN23 3
PYROXD2 3
QSER1 3
RABGGTB 3
REG4 3
RNFT1 3
RTL4 3
SKA3 3
SLC25A51 3
SNAP23 3
SON 3
SPINK8 3
SS18L1 3
SSNA1 3
STX8 3
SYCE2 3
TBL3 3
TXN 3
UBA1 3
UBE2C 3
UBE2G2 3
UBE2L3 3
UBE2S 3
UNC13C 3
UROD 3
WDHD1 3
WRAP53 3
XRN2 3
YOD1 3
ZAR1L 3
ZFP36L1 3
ZNF286A 3
ZNF782 3
ABLIM3 2
ACAA1 2
ACAN 2
ACAP1 2
ACOT12 2
ACSL3 2
ADAM30 2
ADGRL2 2
ADH6 2
AFF4 2
AGAP1 2
AGPS 2
AHSP 2
AKAP1 2
AKAP10 2
AKR7A3 2
ALDH3A1 2
ALG10B 2
ALOX15B 2
AMIGO1 2
AMMECR1 2
AMPH 2
ANKFY1 2
ANKRD13A 2
APC 2
AQP4 2
ARHGAP23 2
ARHGAP25 2
ARHGAP44 2
ARHGEF12 2
ARHGEF15 2
ARL11 2
ARL2 2
ARL6IP1 2
ARNTL2 2
ARPC4 2
ASB12 2
ASCL4 2
ASL 2
ASPDH 2
ATAD3A 2
ATF4 2
ATP1B2 2
ATP2A1 2
ATP2A3 2
ATP6AP1 2
ATP6V1F 2
ATPAF2 2
ATR 2
AXIN2 2
B4GALNT1 2
B4GALT7 2
BCAR3 2
BCHE 2
BCL7B 2
BCORL1 2
BDNF 2
BLZF1 2
BMERB1 2
BMPR2 2
BORA 2
BORCS5 2
BORCS6 2
BTBD7 2
C18orf32 2
C1orf109 2
C9orf153 2
CABIN1 2
CALHM4 2
CAMK1D 2
CAMSAP1 2
CAPNS1 2
CBLL2 2
CBY2 2
CCDC124 2
CCDC144A 2
CCDC157 2
CCDC51 2
CCN2 2
CCNI2 2
CCNK 2
CCR9 2
CD163 2
CD1A 2
CD46 2
CDC37L1 2
CDH7 2
CDIN1 2
CDKAL1 2
CDX1 2
CEMP1 2
CES1 2
CES2 2
CETN2 2
CFAP410 2
CFAP52 2
CFAP61 2
CFLAR 2
CHDH 2
CHTF8 2
CIAO1 2
CIAO2B 2
CKAP5 2
CLDN3 2
CLDN6 2
CLDN7 2
CLEC2A 2
CLEC4A 2
CLINT1 2
CLIP2 2
CLIP3 2
CLPP 2
CLSTN3 2
CLUAP1 2
CMTM4 2
COL4A6 2
COPS4 2
CRYZ 2
CSRNP3 2
CTPS1 2
CTSS 2
CUX2 2
CXXC5 2
CYB5D2 2
CYFIP1 2
CYGB 2
CYP7A1 2
DAB1 2
DACH1 2
DACT3 2
DAPK1 2
DBF4B 2
DCAF6 2
DCP2 2
DCTN5 2
DDOST 2
DDX11 2
DDX17 2
DECR1 2
DENND5B 2
DGCR8 2
DHH 2
DHRS13 2
DIABLO 2
DLD 2
DMAP1 2
DMRTB1 2
DMTF1 2
DNAAF11 2
DNAH14 2
DNAI7 2
DNER 2
DNMT3B 2
DPP8 2
DPP9 2
DRG1 2
DSCC1 2
DUSP18 2
DYNLRB1 2
E2F4 2
ECPAS 2
ECT2 2
EFNB3 2
EGFL7 2
EGLN1 2
EIF2AK1 2
EIF4E3 2
EIF4G2 2
ELAVL4 2
ELK1 2
ELMOD1 2
EMC6 2
EMC7 2
EMD 2
ENO1 2
EP400 2
EQTN 2
ERGIC2 2
ERGIC3 2
ERI3 2
ERLEC1 2
ESCO2 2
ETS2 2
EWSR1 2
FABP3 2
FAHD2B 2
FAM102B 2
FAM120A 2
FAM162B 2
FAM170A 2
FAM174A 2
FAM219A 2
FAM83G 2
FAM89B 2
FEN1 2
FGGY 2
FKBP14 2
FLT3LG 2
FOXD3 2
FOXM1 2
FOXN2 2
FRMD4B 2
FSHB 2
FSTL1 2
FSTL3 2
FUT11 2
GAD1 2
GATA1 2
GATAD2A 2
GCDH 2
GCNT4 2
GEMIN6 2
GFAP 2
GGT6 2
GJB1 2
GLOD4 2
GMEB1 2
GMFB 2
GNA12 2
GNB3 2
GPR174 2
GPR183 2
GRAP2 2
GRHL2 2
GTF3C3 2
H2AZ2 2
H2BW1 2
HAL 2
HAP1 2
HCAR2 2
HDAC6 2
HDGFL2 2
HELLS 2
HESX1 2
HEY2 2
HIF1AN 2
HIGD1C 2
HMGA2 2
HMOX1 2
HMOX2 2
HNRNPK 2
HNRNPL 2
HOXA6 2
HOXA9 2
HS1BP3 2
HSPA4 2
HTRA1 2
HYAL4 2
IARS2 2
IDH3A 2
IFIT1B 2
IL36A 2
IL9 2
ILK 2
IMMP1L 2
INPP1 2
INPP5K 2
INSIG1 2
INTS2 2
IPO11 2
IPO13 2
IQCF1 2
IQCF2 2
IQCF5 2
IQCF6 2
IQCK 2
IRGM 2
ISM2 2
ITGB3BP 2
ITGB4 2
KANSL1 2
KCNC3 2
KCNG3 2
KCNH2 2
KCTD10 2
KCTD7 2
KDSR 2
KIAA0100 2
KIAA1143 2
KIF18B 2
KIF3C 2
KLHL21 2
KLHL29 2
LAG3 2
LAGE3 2
LAMB4 2
LARP1B 2
LBX2 2
LEAP2 2
LEFTY1 2
LGR5 2
LIN7C 2
LIN9 2
LINC02693 2
LIPM 2
LLGL2 2
LMF2 2
LRP8 2
LRRC25 2
LRRC32 2
LRRC8A 2
LRRC8E 2
LSM1 2
LSM12 2
LSM6 2
LSM7 2
LTA 2
LYL1 2
MACROD1 2
MAGEC1 2
MAGEC3 2
MAMLD1 2
MAN1A2 2
MAPRE1 2
MASP2 2
MAST2 2
MC4R 2
MCTP1 2
MDC1 2
MEAK7 2
MEST 2
MET 2
METTL18 2
MFSD5 2
MINAR2 2
MINDY3 2
MINK1 2
MPRIP 2
MSANTD1 2
MSH5 2
MTA3 2
MYH13 2
MYL7 2
MYLIP 2
MYOZ1 2
NAA38 2
NACA2 2
NAT1 2
NCOA6 2
NDC1 2
NDUFS4 2
NEK4 2
NFIA 2
NISCH 2
NLGN2 2
NLRP1 2
NME1 2
NPRL2 2
NRK 2
NSUN6 2
NUCKS1 2
NUDCD3 2
NUP35 2
NXNL1 2
NXPH4 2
OPTN 2
OSBPL8 2
OTOP3 2
P2RX2 2
PABPC1 2
PAGE4 2
PANK4 2
PBDC1 2
PCDHA5 2
PCDHB13 2
PCDHGA7 2
PDS5B 2
PFN1 2
PGBD2 2
PGLS 2
PGPEP1L 2
PHF1 2
PHF14 2
PHF21B 2
PHF23 2
PIGM 2
PILRB 2
PITPNM3 2
PLD6 2
PLEKHA5 2
PLLP 2
PLPP2 2
PLPP5 2
POLD3 2
POLE3 2
POLE4 2
POLR1A 2
POLR3A 2
POLR3B 2
PON3 2
POTEI 2
PPAN 2
PPIL4 2
PPP1R15A 2
PPP1R26 2
PPP1R3G 2
PPP1R7 2
PPP2CA 2
PPP3R1 2
PRDM13 2
PRDM16 2
PREB 2
PRKCD 2
PRLHR 2
PRPS2 2
PRTFDC1 2
PRTN3 2
PSG1 2
PSMB2 2
PSMB7 2
PSMD13 2
PSMD4 2
PSMD7 2
PSORS1C1 2
PTGFRN 2
PTGS2 2
PYY 2
RAB19 2
RAB22A 2
RAB33A 2
RAB3A 2
RAB3IP 2
RAD23B 2
RAD54L2 2
RAN 2
RAP1GDS1 2
RASSF1 2
RBMX2 2
RBP1 2
RCC1 2
RCOR2 2
RGS10 2
RGS12 2
RHBDL3 2
RHOB 2
RHOT1 2
RHOU 2
RIPPLY3 2
RMDN2 2
RNASEH2C 2
RND3 2
RNF113B 2
RNF43 2
RNPS1 2
RPEL1 2
RPGR 2
RPL14 2
RPP14 2
RRAGB 2
RTN2 2
SCAF1 2
SCNN1A 2
SDHA 2
SECTM1 2
SEL1L3 2
SELENOH 2
SELP 2
SERPINB3 2
SF3B6 2
SGCA 2
SHBG 2
SHH 2
SIGLEC7 2
SLC11A1 2
SLC22A9 2
SLC25A11 2
SLC25A35 2
SLC26A6 2
SLC26A7 2
SLC27A3 2
SLC30A7 2
SLC3A2 2
SLC47A2 2
SLC4A1AP 2
SLC66A3 2
SLF2 2
SLFN14 2
SMARCE1 2
SMC3 2
SMC5 2
SMIM5 2
SMNDC1 2
SNAI2 2
SNRPD1 2
SORT1 2
SOX12 2
SP7 2
SPAG5 2
SPATA21 2
SPATA33 2
SPC24 2
SPDEF 2
SPIRE2 2
SRA1 2
SRCAP 2
SRI 2
SSH1 2
SSR4 2
SSTR2 2
SSX5 2
ST6GAL2 2
ST6GALNAC3 2
ST8SIA3 2
STAG2 2
STOML2 2
STXBP3 2
SULF2 2
SULT2A1 2
SUN2 2
SUSD1 2
SYCN 2
SYDE2 2
SYNJ2 2
TAFA2 2
TAOK3 2
TASL 2
TASOR2 2
TBC1D30 2
TBC1D4 2
TDP1 2
TENM1 2
THOC6 2
TIMM10B 2
TKTL1 2
TLE5 2
TLR6 2
TLX3 2
TMC7 2
TMEM131 2
TMEM132D 2
TMEM217 2
TMEM220 2
TMEM255B 2
TMEM68 2
TMEM95 2
TMIE 2
TMLHE 2
TMOD3 2
TNFAIP3 2
TNFRSF25 2
TNNI3 2
TOGARAM1 2
TOGARAM2 2
TOM1 2
TP53BP2 2
TPRG1 2
TPSD1 2
TRMT10B 2
TRMT2B 2
TRPM4 2
TSPAN8 2
TSPAN9 2
TST 2
TSTD2 2
TTC14 2
TTC19 2
TUBB 2
TUBB4B 2
TULP1 2
TXNIP 2
TYK2 2
UBA7 2
UBE2D1 2
UBE2I 2
UBE2QL1 2
UBXN2A 2
UGGT1 2
USHBP1 2
USP19 2
USP43 2
UST 2
UTS2 2
UXT 2
VAMP7 2
VEGFB 2
VENTX 2
VGLL2 2
VIPR1 2
VPS16 2
VPS33A 2
VPS36 2
VPS50 2
VPS9D1 2
WDR12 2
WDR17 2
WDR3 2
WDR7 2
WDR74 2
WIF1 2
WNT10A 2
WNT3A 2
WWP2 2
XPR1 2
YARS1 2
YJU2B 2
ZBTB8B 2
ZCCHC3 2
ZDHHC6 2
ZFP36L2 2
ZFP64 2
ZIC5 2
ZMYM4 2
ZMYND10 2
ZNF117 2
ZNF143 2
ZNF181 2
ZNF347 2
ZNF491 2
ZNF496 2
ZNF559 2
ZNF575 2
ZNF614 2
ZNF662 2
ZNF74 2
ZRANB2 2
A1BG 1
A2ML1 1
A3GALT2 1
A4GNT 1
AACS 1
AADACL4 1
AAMDC 1
AANAT 1
AAR2 1
AATK 1
ABAT 1
ABCA12 1
ABCA4 1
ABCA8 1
ABCB11 1
ABCB9 1
ABCC4 1
ABCC9 1
ABCD4 1
ABHD1 1
ABHD12B 1
ABHD14A 1
ABHD14B 1
ABHD8 1
ABI1 1
ABR 1
ACACA 1
ACADVL 1
ACAT1 1
ACBD4 1
ACCS 1
ACER2 1
ACER3 1
ACIN1 1
ACKR2 1
ACOD1 1
ACOT6 1
ACOX2 1
ACP4 1
ACP5 1
ACP6 1
ACRBP 1
ACSF2 1
ACSL5 1
ACSM6 1
ACTA1 1
ACTB 1
ACTL10 1
ACTL8 1
ACTL9 1
ACTR3B 1
ACTRT1 1
ACVR1B 1
ADAD1 1
ADAM11 1
ADAM21 1
ADAM28 1
ADAM29 1
ADAMTS15 1
ADAMTS4 1
ADAMTS8 1
ADAP1 1
ADAP2 1
ADCK1 1
ADCY7 1
ADCY9 1
ADCYAP1R1 1
ADD2 1
ADGRF3 1
ADGRG2 1
ADM2 1
ADORA2A 1
ADPRHL1 1
ADPRS 1
ADRA2A 1
ADRA2B 1
ADRB2 1
ADRB3 1
ADSS1 1
ADTRP 1
AFG3L2 1
AGBL3 1
AGFG1 1
AGL 1
AGMAT 1
AGMO 1
AGR3 1
AGTR2 1
AGXT2 1
AHCYL2 1
AIF1L 1
AIFM1 1
AIM2 1
AJAP1 1
AJUBA 1
AK2 1
AK6 1
AKAP11 1
AKAP17A 1
AKAP9 1
AKIP1 1
AKIRIN2 1
AKNA 1
AKR1D1 1
AKTIP 1
ALDH1L2 1
ALDH3A2 1
ALDH4A1 1
ALDH5A1 1
ALG1 1
ALG10 1
ALG12 1
ALG2 1
ALG6 1
ALK 1
ALKBH3 1
ALKBH5 1
ALOXE3 1
ALX1 1
ALX3 1
ALYREF 1
AMBN 1
AMER1 1
AMER3 1
AMIGO3 1
AMN1 1
AMY2A 1
AMZ1 1
ANAPC1 1
ANAPC10 1
ANAPC11 1
ANAPC4 1
ANAPC5 1
ANAPC7 1
ANG 1
ANGPTL4 1
ANKH 1
ANKHD1 1
ANKRA2 1
ANKRD11 1
ANKRD12 1
ANKRD13C 1
ANKRD18A 1
ANKRD23 1
ANKRD27 1
ANKRD30A 1
ANKRD35 1
ANKRD39 1
ANKRD44 1
ANKRD52 1
ANKRD65 1
ANKRD66 1
ANO4 1
ANXA5 1
ANXA6 1
AP1B1 1
AP1G1 1
AP1M1 1
AP3D1 1
AP3M1 1
AP3S1 1
AP4B1 1
APC2 1
APCDD1L 1
APEX1 1
APH1A 1
APIP 1
APLNR 1
APMAP 1
APOB 1
APOBEC3C 1
APOBR 1
APOH 1
APOL1 1
APOLD1 1
APOM 1
APRT 1
AQP2 1
AQR 1
ARC 1
AREG 1
ARF5 1
ARG1 1
ARHGAP1 1
ARHGAP15 1
ARHGAP17 1
ARHGAP18 1
ARHGAP19 1
ARHGAP20 1
ARHGAP30 1
ARHGAP4 1
ARHGAP45 1
ARHGEF25 1
ARHGEF3 1
ARHGEF39 1
ARHGEF40 1
ARHGEF5 1
ARID1A 1
ARID3C 1
ARID4A 1
ARID5B 1
ARIH2OS 1
ARL13A 1
ARL2BP 1
ARL4D 1
ARL5B 1
ARL5C 1
ARL6 1
ARL8A 1
ARMC1 1
ARMC12 1
ARMC2 1
ARMC3 1
ARMCX3 1
ARMH4 1
ARNTL 1
ARPC2 1
ARPC5 1
ARPIN 1
ARR3 1
ARRDC4 1
ARSB 1
ARSH 1
ART5 1
ASAH1 1
ASAH2 1
ASAP2 1
ASB10 1
ASB15 1
ASCL1 1
ASCL3 1
ASIC2 1
ASIC3 1
ASMT 1
ASNSD1 1
ASPM 1
ASTL 1
ASTN2 1
ATAD3B 1
ATAD3C 1
ATAT1 1
ATCAY 1
ATE1 1
ATG13 1
ATG4A 1
ATP13A1 1
ATP13A5 1
ATP5MC2 1
ATP5MK 1
ATP5PF 1
ATP6V0A1 1
ATP6V0B 1
ATP6V0C 1
ATP6V0E2 1
ATP6V1D 1
ATP6V1G1 1
ATP6V1G2 1
ATP6V1H 1
ATP7B 1
ATRAID 1
ATRNL1 1
ATXN2 1
ATXN7L1 1
AURKC 1
AVPR1B 1
AWAT1 1
AXIN1 1
AZGP1 1
AZIN2 1
B3GALT4 1
B3GALT5 1
B3GALT6 1
B3GAT2 1
B3GNT8 1
B4GALT2 1
B4GAT1 1
BACH1 1
BAD 1
BARD1 1
BAZ1B 1
BAZ2A 1
BBLN 1
BBS12 1
BBS2 1
BBS9 1
BCAN 1
BCAP31 1
BCAR1 1
BCAS2 1
BCAS3 1
BCAS4 1
BCKDHA 1
BCL11A 1
BCL2L14 1
BCL6B 1
BCL7A 1
BCL9L 1
BCLAF3 1
BCOR 1
BDKRB1 1
BDP1 1
BECN1 1
BEST1 1
BFAR 1
BGLAP 1
BHLHA15 1
BIRC6 1
BIRC7 1
BLM 1
BLNK 1
BLOC1S5 1
BMF 1
BMP1 1
BMP10 1
BMP3 1
BMP4 1
BMP6 1
BMPER 1
BMPR1A 1
BMPR1B 1
BMS1 1
BNC2 1
BNIP1 1
BNIPL 1
BOC 1
BOK 1
BPHL 1
BPIFB1 1
BRAF 1
BRCA1 1
BRCA2 1
BRD3 1
BRD4 1
BRD7 1
BRPF3 1
BRS3 1
BSG 1
BTAF1 1
BTBD1 1
BTBD11 1
BTBD6 1
BTBD8 1
BTF3 1
BTLA 1
BTN2A1 1
BTN2A2 1
BUB1B 1
C10orf113 1
C10orf55 1
C11orf45 1
C11orf58 1
C11orf91 1
C11orf94 1
C12orf29 1
C12orf50 1
C12orf57 1
C14orf93 1
C16orf46 1
C16orf72 1
C16orf74 1
C16orf78 1
C16orf87 1
C16orf95 1
C17orf64 1
C17orf97 1
C17orf98 1
C19orf38 1
C19orf44 1
C19orf53 1
C19orf67 1
C19orf71 1
C1orf100 1
C1orf141 1
C1orf198 1
C1orf35 1
C1orf43 1
C1orf68 1
C1orf74 1
C1QB 1
C1QBP 1
C1QL1 1
C1QL2 1
C1QTNF1 1
C1QTNF6 1
C1QTNF7 1
C2 1
C22orf46 1
C2CD2 1
C2CD4B 1
C2CD5 1
C2orf50 1
C2orf88 1
C3 1
C3AR1 1
C3orf20 1
C3orf36 1
C3orf62 1
C3orf80 1
C3orf84 1
C4BPA 1
C4BPB 1
C4orf45 1
C4orf48 1
C5orf46 1
C6orf136 1
C6orf15 1
C6orf47 1
C6orf52 1
C6orf62 1
C7orf33 1
C7orf57 1
C8G 1
C8orf33 1
C9 1
C9orf116 1
C9orf131 1
C9orf40 1
C9orf47 1
C9orf85 1
CA11 1
CA13 1
CA2 1
CA3 1
CA4 1
CA5A 1
CA7 1
CAAP1 1
CAB39 1
CACNA1D 1
CACNA1G 1
CACNA2D2 1
CACNB1 1
CACNG1 1
CACNG8 1
CACUL1 1
CADM2 1
CADM4 1
CADPS 1
CALCA 1
CALCB 1
CALCRL 1
CALHM1 1
CALM1 1
CALM2 1
CALML3 1
CALML4 1
CALML6 1
CALU 1
CAMK1 1
CAMK1G 1
CAMK2A 1
CAMK2D 1
CAMK2G 1
CAMKK1 1
CAMKMT 1
CAMP 1
CAMTA1 1
CAND2 1
CANX 1
CAPN15 1
CAPN6 1
CAPS2 1
CAPZA1 1
CAPZA2 1
CAPZA3 1
CARD14 1
CARD19 1
CARNMT1 1
CARS1 1
CARTPT 1
CASKIN2 1
CASR 1
CASS4 1
CAST 1
CASTOR1 1
CASTOR3 1
CATSPERD 1
CATSPERE 1
CATSPERG 1
CAVIN3 1
CBARP 1
CBLN1 1
CBR4 1
CBX4 1
CC2D1B 1
CC2D2B 1
CCDC103 1
CCDC105 1
CCDC112 1
CCDC12 1
CCDC126 1
CCDC134 1
CCDC137 1
CCDC138 1
CCDC144NL 1
CCDC180 1
CCDC181 1
CCDC189 1
CCDC190 1
CCDC24 1
CCDC25 1
CCDC33 1
CCDC34 1
CCDC39 1
CCDC42 1
CCDC59 1
CCDC6 1
CCDC62 1
CCDC70 1
CCDC71 1
CCDC71L 1
CCDC82 1
CCDC85A 1
CCDC85B 1
CCDC87 1
CCDC88B 1
CCDC88C 1
CCDC96 1
CCDC97 1
CCER1 1
CCL14 1
CCL18 1
CCL20 1
CCL21 1
CCL22 1
CCL23 1
CCL24 1
CCN3 1
CCN5 1
CCNC 1
CCND1 1
CCNF 1
CCNJ 1
CCNT1 1
CCNY 1
CCR10 1
CCR4 1
CCR7 1
CCR8 1
CCSAP 1
CCSER2 1
CCT2 1
CCT5 1
CCT8 1
CD151 1
CD164 1
CD1B 1
CD2 1
CD209 1
CD226 1
CD244 1
CD247 1
CD276 1
CD28 1
CD2BP2 1
CD300C 1
CD300LD 1
CD300LF 1
CD53 1
CD55 1
CD6 1
CD68 1
CD69 1
CD7 1
CD81 1
CD86 1
CD9 1
CDC20B 1
CDC23 1
CDC25A 1
CDC42 1
CDC42SE1 1
CDC42SE2 1
CDH12 1
CDIPT 1
CDK19 1
CDK6 1
CDK9 1
CDKL3 1
CDKL4 1
CDKN1C 1
CDKN2A 1
CDKN2AIPNL 1
CDKN2C 1
CDR1 1
CDRT15L2 1
CDV3 1
CEACAM7 1
CEBPB 1
CEBPG 1
CELA2B 1
CELF2 1
CELF4 1
CELF5 1
CELSR3 1
CENPA 1
CENPE 1
CENPN 1
CEP104 1
CEP170 1
CEP170B 1
CEP41 1
CEP95 1
CEP97 1
CER1 1
CERS2 1
CERS5 1
CES4A 1
CES5A 1
CETN1 1
CFAP210 1
CFAP36 1
CFAP46 1
CFAP53 1
CFAP65 1
CFAP70 1
CFAP73 1
CFAP97D1 1
CFH 1
CFL1 1
CFP 1
CGREF1 1
CGRRF1 1
CH25H 1
CHAC1 1
CHAF1B 1
CHAMP1 1
CHCHD7 1
CHD1 1
CHD2 1
CHD3 1
CHD7 1
CHD8 1
CHEK1 1
CHGA 1
CHI3L1 1
CHIA 1
CHIT1 1
CHKA 1
CHML 1
CHMP1A 1
CHMP3 1
CHMP4A 1
CHP2 1
CHPF 1
CHRM3 1
CHRNB1 1
CHRNE 1
CHST13 1
CHST4 1
CHST6 1
CHST9 1
CHSY3 1
CIAPIN1 1
CIB4 1
CISD2 1
CISH 1
CITED4 1
CIZ1 1
CLASRP 1
CLC 1
CLCA1 1
CLCN1 1
CLCN4 1
CLCNKA 1
CLDN11 1
CLDN12 1
CLDN15 1
CLDN16 1
CLDN19 1
CLDN23 1
CLDN5 1
CLEC12A 1
CLEC2B 1
CLEC2L 1
CLEC3B 1
CLEC4C 1
CLEC4E 1
CLEC4F 1
CLEC4G 1
CLEC5A 1
CLEC6A 1
CLEC7A 1
CLIC6 1
CLLU1-AS1 1
CLMN 1
CLPS 1
CLPX 1
CLRN1 1
CLTC 1
CLUH 1
CLVS1 1
CMAS 1
CMBL 1
CMC4 1
CMTM7 1
CMTR1 1
CNBP 1
CNDP1 1
CNEP1R1 1
CNKSR2 1
CNMD 1
CNN1 1
CNN2 1
CNNM1 1
CNOT1 1
CNOT11 1
CNOT6 1
CNPPD1 1
CNPY1 1
CNPY4 1
CNRIP1 1
CNTD1 1
CNTN1 1
CNTN6 1
CNTNAP1 1
CNTNAP3 1
CNTNAP3B 1
CNTNAP5 1
CNTROB 1
COA4 1
COA6 1
COASY 1
COG1 1
COG2 1
COIL 1
COL10A1 1
COL11A1 1
COL14A1 1
COL16A1 1
COL21A1 1
COL28A1 1
COL5A1 1
COL7A1 1
COL9A2 1
COLGALT1 1
COLGALT2 1
COMMD1 1
COMMD10 1
COMP 1
COMT 1
COMTD1 1
COQ3 1
COQ6 1
COQ7 1
COQ9 1
COTL1 1
COX15 1
CP 1
CPA5 1
CPA6 1
CPD 1
CPEB1 1
CPLX4 1
CPN1 1
CPNE1 1
CPNE2 1
CPNE3 1
CPNE8 1
CPSF2 1
CPSF3 1
CPSF7 1
CPVL 1
CR1L 1
CRACD 1
CRACR2A 1
CRAT 1
CRB3 1
CRCP 1
CREB5 1
CREBBP 1
CREG1 1
CRIM1 1
CRIPAK 1
CRIPT 1
CRISP2 1
CRK 1
CROCC 1
CRTAC1 1
CRYBA1 1
CRYGC 1
CRYZL1 1
CSDE1 1
CSF3 1
CSKMT 1
CSMD2 1
CSN2 1
CSNK1D 1
CSNK2A1 1
CSNK2A2 1
CST1 1
CST9L 1
CSTF1 1
CTCFL 1
CTDNEP1 1
CTDSPL 1
CTHRC1 1
CTIF 1
CTNNA1 1
CTNNBIP1 1
CTRL 1
CTSA 1
CTSG 1
CTTNBP2 1
CTXN1 1
CUL1 1
CUL2 1
CUTC 1
CWC22 1
CX3CL1 1
CXCL14 1
CXCL3 1
CXCR3 1
CXorf38 1
CXXC4 1
CYB561D1 1
CYB561D2 1
CYB5B 1
CYB5R3 1
CYBB 1
CYBC1 1
CYLC1 1
CYP17A1 1
CYP2C19 1
CYP2C9 1
CYP2U1 1
CYP3A7 1
CYP51A1 1
CYP7B1 1
CYREN 1
CYS1 1
CYSTM1 1
CYTH4 1
CYTIP 1
DACH2 1
DACT2 1
DAGLA 1
DALRD3 1
DAPL1 1
DAPP1 1
DAXX 1
DBF4 1
DBNDD1 1
DBR1 1
DBT 1
DCAF4L1 1
DCAF5 1
DCAKD 1
DCHS1 1
DCLK2 1
DCLK3 1
DCTN2 1
DCTN4 1
DCTN6 1
DCUN1D2 1
DCUN1D3 1
DCX 1
DCXR 1
DDAH2 1
DDHD1 1
DDI2 1
DDIAS 1
DDX19A 1
DDX23 1
DDX27 1
DDX50 1
DDX51 1
DDX54 1
DDX59 1
DDX6 1
DECR2 1
DEF8 1
DEFA5 1
DEFB1 1
DEFB113 1
DEFB128 1
DEFB132 1
DEGS2 1
DENND10 1
DENND4C 1
DENND6A 1
DENR 1
DEPP1 1
DERL3 1
DEXI 1
DGCR2 1
DGKI 1
DGKZ 1
DHCR24 1
DHRS11 1
DHRS7B 1
DHX34 1
DHX35 1
DHX37 1
DHX40 1
DHX57 1
DIAPH2 1
DIPK1B 1
DIRAS3 1
DIS3 1
DIS3L2 1
DLEC1 1
DLG3 1
DLG4 1
DLGAP1 1
DLGAP2 1
DLL4 1
DLX2 1
DLX6 1
DMAC2L 1
DMBT1 1
DMBX1 1
DNAH2 1
DNAI2 1
DNAI4 1
DNAJA1 1
DNAJA2 1
DNAJA3 1
DNAJC12 1
DNAJC18 1
DNAJC21 1
DNAJC22 1
DNAJC24 1
DNAJC5G 1
DNAJC8 1
DNASE2 1
DNASE2B 1
DNM2 1
DNPH1 1
DOCK2 1
DOCK4 1
DOCK5 1
DOCK8 1
DOCK9 1
DPH2 1
DPH3 1
DPH6 1
DPM2 1
DPP7 1
DPPA5 1
DPY19L3 1
DPYS 1
DPYSL2 1
DPYSL3 1
DPYSL5 1
DQX1 1
DRAM1 1
DTD1 1
DTX1 1
DTX3 1
DUSP15 1
DUSP16 1
DUSP21 1
DUSP28 1
DUSP29 1
DUSP4 1
DUT 1
DVL1 1
DVL2 1
DYNAP 1
DYNC1I2 1
DYNC1LI2 1
DYNC2I1 1
DYNC2LI1 1
DYNLT5 1
DYRK1B 1
DYRK2 1
DYRK3 1
DZIP1 1
E4F1 1
EARS2 1
EBF1 1
EBP 1
ECT2L 1
EDARADD 1
EDEM3 1
EDF1 1
EDRF1 1
EEF1A2 1
EEF2K 1
EEFSEC 1
EEPD1 1
EFCAB13 1
EFCAB14 1
EFCAB3 1
EFCAB5 1
EFCAB7 1
EFCAB9 1
EFEMP1 1
EFHB 1
EFHC1 1
EFL1 1
EGFR 1
EHBP1 1
EHD1 1
EIF1AX 1
EIF1B 1
EIF2AK4 1
EIF2B1 1
EIF2S1 1
EIF3L 1
EIF4A2 1
EIF4EBP3 1
EIF5A2 1
EIF5AL1 1
EIPR1 1
ELANE 1
ELAVL3 1
ELFN1 1
ELK3 1
ELK4 1
ELL 1
ELL3 1
ELMO1 1
ELMOD3 1
ELOA 1
ELOF1 1
ELSPBP1 1
EMB 1
EMC1 1
EMC10 1
EMC2 1
EMC3 1
EMC4 1
EMC8 1
EMCN 1
EML4 1
EMSY 1
EMX1 1
EN1 1
ENAM 1
ENDOG 1
ENOPH1 1
ENOSF1 1
ENOX1 1
ENPP1 1
ENPP4 1
ENPP6 1
ENSA 1
ENTPD1 1
ENTPD4 1
ENTPD8 1
ENY2 1
EOGT 1
EOMES 1
EPAS1 1
EPB41L2 1
EPCAM 1
EPHA3 1
EPHB3 1
EPM2A 1
EPN2 1
EPN3 1
EPOR 1
EPS15L1 1
EPS8 1
EPSTI1 1
EPX 1
EPYC 1
ERAP2 1
ERBB2 1
ERC2 1
ERCC3 1
ERCC4 1
ERICH3 1
ERICH6B 1
ERLIN2 1
ERMAP 1
ERN1 1
ERO1A 1
ESCO1 1
ESD 1
ESPNL 1
ESRP1 1
ESRP2 1
ESRRA 1
ETF1 1
ETV1 1
EVA1A 1
EVC 1
EVL 1
EVPL 1
EXO1 1
EXO5 1
EXOC5 1
EXOC6 1
EXOG 1
EXOSC1 1
EXOSC5 1
EXOSC6 1
EXOSC7 1
EXT1 1
EXTL2 1
EXTL3 1
EZH2 1
F11 1
F2RL2 1
F7 1
F9 1
FAAH 1
FAAH2 1
FAAP20 1
FADD 1
FADS6 1
FAHD1 1
FAIM 1
FAM102A 1
FAM117A 1
FAM120AOS 1
FAM120C 1
FAM124A 1
FAM124B 1
FAM13C 1
FAM149A 1
FAM168A 1
FAM174C 1
FAM184B 1
FAM189A1 1
FAM193A 1
FAM209B 1
FAM20B 1
FAM216B 1
FAM217A 1
FAM234A 1
FAM241A 1
FAM50A 1
FAM53A 1
FAM71C 1
FAM71D 1
FAM71F1 1
FAM76A 1
FAM78B 1
FAM83C 1
FAM91A1 1
FANCB 1
FANCE 1
FANCG 1
FANCI 1
FANCM 1
FARP1 1
FARS2 1
FARSA 1
FASTKD2 1
FATE1 1
FAXDC2 1
FBF1 1
FBLN5 1
FBN3 1
FBXL12 1
FBXL14 1
FBXL2 1
FBXL4 1
FBXO11 1
FBXO17 1
FBXO28 1
FBXO30 1
FBXO32 1
FBXO34 1
FBXO39 1
FBXO42 1
FBXO43 1
FBXO48 1
FBXW10 1
FBXW2 1
FCGR3A 1
FCGRT 1
FCRL6 1
FDFT1 1
FDXR 1
FEM1A 1
FER 1
FER1L6 1
FEV 1
FEZF2 1
FGA 1
FGF13 1
FGF19 1
FGF21 1
FGF22 1
FGF3 1
FGF8 1
FGFBP2 1
FGFR2 1
FGL2 1
FGR 1
FHDC1 1
FIGNL1 1
FIS1 1
FKBP10 1
FKBP11 1
FKBP15 1
FKBP2 1
FLACC1 1
FLCN 1
FLNA 1
FLOT1 1
FLT3 1
FMC1 1
FMN1 1
FMNL2 1
FMR1 1
FMR1NB 1
FNBP1L 1
FNDC3B 1
FNDC4 1
FNDC7 1
FNDC8 1
FNIP1 1
FNTB 1
FOCAD 1
FOSL2 1
FOXE1 1
FOXE3 1
FOXG1 1
FOXJ2 1
FOXO3 1
FOXR2 1
FOXRED2 1
FPGT 1
FRAT1 1
FRAT2 1
FRG1 1
FRMD4A 1
FRS2 1
FSCN2 1
FSD1 1
FSHR 1
FSTL4 1
FTO 1
FUBP1 1
FUBP3 1
FUNDC1 1
FUT1 1
FUT10 1
FUT2 1
FXR1 1
FXYD1 1
FYB1 1
FYCO1 1
FYTTD1 1
FZD2 1
FZD6 1
GAA 1
GAB3 1
GABBR1 1
GABRB1 1
GABRP 1
GAD2 1
GADD45A 1
GADD45B 1
GADD45G 1
GAK 1
GAL3ST1 1
GAL3ST4 1
GALNS 1
GALNT1 1
GALNT4 1
GALNT5 1
GALNT9 1
GALNTL6 1
GALR3 1
GAN 1
GAP43 1
GAPDH 1
GAPVD1 1
GAS2 1
GAS7 1
GAST 1
GATA5 1
GATAD1 1
GBP1 1
GBP7 1
GCGR 1
GCH1 1
GCKR 1
GCLC 1
GCLM 1
GCM2 1
GCNT2 1
GCSAM 1
GDF11 1
GDPD3 1
GDPD5 1
GEM 1
GEMIN4 1
GEN1 1
GFI1B 1
GFOD2 1
GFRA2 1
GFUS 1
GGA2 1
GGA3 1
GGNBP2 1
GGTLC1 1
GH1 1
GH2 1
GHRHR 1
GHRL 1
GHSR 1
GID4 1
GID8 1
GIMAP2 1
GIMAP6 1
GINS2 1
GINS4 1
GIPC1 1
GJA1 1
GJB5 1
GK 1
GLB1 1
GLI4 1
GLIPR1L2 1
GLIPR2 1
GLP2R 1
GLRA1 1
GLRA2 1
GLRB 1
GLRX 1
GLT8D2 1
GLUL 1
GLYATL3 1
GLYCTK 1
GM2A 1
GMIP 1
GML 1
GMPPB 1
GMPS 1
GNA11 1
GNA13 1
GNAS 1
GNAT3 1
GNB1 1
GNB1L 1
GNG3 1
GNGT2 1
GNLY 1
GNPDA1 1
GNPTG 1
GNRH1 1
GNS 1
GOLGA1 1
GOLGA4 1
GOLGB1 1
GOLIM4 1
GOLPH3L 1
GOSR2 1
GOT1 1
GP1BA 1
GP1BB 1
GPAA1 1
GPATCH1 1
GPATCH3 1
GPATCH8 1
GPBP1 1
GPBP1L1 1
GPC1 1
GPD1L 1
GPHN 1
GPN3 1
GPR132 1
GPR137B 1
GPR151 1
GPR155 1
GPR156 1
GPR17 1
GPR176 1
GPR179 1
GPR182 1
GPR19 1
GPR20 1
GPR3 1
GPR37L1 1
GPR4 1
GPR61 1
GPR82 1
GPR84 1
GPRASP1 1
GPRIN3 1
GPS1 1
GPS2 1
GPSM2 1
GPT 1
GPT2 1
GPX4 1
GRAMD1A 1
GRAMD1C 1
GRAMD2B 1
GREM1 1
GRIK4 1
GRIN3A 1
GRIN3B 1
GRIPAP1 1
GRK3 1
GRK6 1
GRPEL2 1
GRWD1 1
GSDME 1
GSE1 1
GSG1 1
GSK3A 1
GSKIP 1
GSTA4 1
GSTK1 1
GSTM2 1
GSTM4 1
GSTM5 1
GTF2E1 1
GTF2H1 1
GTF2H3 1
GTF2H4 1
GTF3C1 1
GTF3C4 1
GTF3C5 1
GTPBP3 1
GUCA1B 1
GUCY2C 1
GUCY2F 1
GUSB 1
GZMK 1
H1-6 1
H2AC12 1
H2AC20 1
H2AC6 1
H2AC8 1
H2BC1 1
H2BU1 1
H3C4 1
H4-16 1
H4C1 1
H4C3 1
H4C5 1
H4C9 1
HACD4 1
HACE1 1
HARS1 1
HAS3 1
HASPIN 1
HAUS2 1
HAUS4 1
HAUS5 1
HAUS7 1
HAVCR1 1
HAVCR2 1
HCFC1 1
HDAC2 1
HDAC3 1
HDGFL1 1
HDHD2 1
HEATR5B 1
HEATR6 1
HEATR9 1
HEBP2 1
HECTD1 1
HELB 1
HELZ2 1
HEPN1 1
HERPUD1 1
HERPUD2 1
HES1 1
HES2 1
HES3 1
HES4 1
HES5 1
HEXB 1
HEXIM2 1
HEY1 1
HFM1 1
HGF 1
HGFAC 1
HHAT 1
HHIPL1 1
HIBADH 1
HIC2 1
HID1 1
HIF3A 1
HIGD2A 1
HINT1 1
HINT2 1
HINT3 1
HIRA 1
HIVEP3 1
HJURP 1
HJV 1
HK2 1
HLA-DOA 1
HLA-DQB2 1
HLA-DRB5 1
HLA-F 1
HMBOX1 1
HMGCS2 1
HMSD 1
HNF4A 1
HNF4G 1
HNRNPA1 1
HNRNPA2B1 1
HNRNPR 1
HOMER3 1
HOOK2 1
HORMAD1 1
HOXA3 1
HOXB2 1
HOXB4 1
HOXB5 1
HOXB9 1
HOXC9 1
HOXD10 1
HOXD4 1
HPCA 1
HPD 1
HPDL 1
HPGDS 1
HPS6 1
HPX 1
HS2ST1 1
HS3ST2 1
HS3ST6 1
HSCB 1
HSD17B2 1
HSD3B2 1
HSF5 1
HSPA12A 1
HSPA2 1
HSPB6 1
HSPB9 1
HSPBAP1 1
HSPE1 1
HTR2A 1
HTR3A 1
HTR3B 1
HTR4 1
HTRA2 1
HUS1B 1
HYAL3 1
HYLS1 1
IAH1 1
IARS1 1
ICAM1 1
ICAM2 1
ICAM4 1
ICAM5 1
ICE1 1
ICMT 1
ICOS 1
IDH1 1
IDS 1
IFI27L1 1
IFI27L2 1
IFI35 1
IFNA10 1
IFNLR1 1
IFRD2 1
IFT52 1
IFT74 1
IFT88 1
IGF2R 1
IGFBP5 1
IGFBP7 1
IGHMBP2 1
IGIP 1
IGSF5 1
IKBKE 1
IL16 1
IL17B 1
IL17RC 1
IL17RD 1
IL1RAPL1 1
IL1RAPL2 1
IL22 1
IL22RA2 1
IL27 1
IL36G 1
IL37 1
IL5 1
IL6 1
IL6R 1
IL6ST 1
ILDR1 1
IMMP2L 1
IMPACT 1
INA 1
INCA1 1
ING4 1
ING5 1
INHBE 1
INKA1 1
INO80 1
INO80D 1
INPP4B 1
INPP5F 1
INSC 1
INSIG2 1
INTS12 1
INTS9 1
IPO9 1
IQCC 1
IQSEC2 1
IRAG1 1
IRAK2 1
IRAK4 1
IRF4 1
IRF6 1
ISCA2 1
ISCU 1
ISG20L2 1
ISL2 1
ISOC1 1
ISYNA1 1
ITCH 1
ITFG1 1
ITFG2 1
ITGA10 1
ITGA5 1
ITGA6 1
ITGAD 1
ITGAE 1
ITGAX 1
ITGB5 1
ITGB8 1
ITIH1 1
ITIH4 1
ITPR2 1
ITPRID1 1
ITPRID2 1
ITPRIP 1
ITSN1 1
ITSN2 1
IVD 1
IVNS1ABP 1
IWS1 1
JAG1 1
JAKMIP3 1
JCAD 1
JKAMP 1
JOSD1 1
JPH3 1
JTB 1
JUNB 1
KANK3 1
KATNA1 1
KATNAL1 1
KATNB1 1
KATNBL1 1
KBTBD2 1
KBTBD6 1
KBTBD7 1
KCNA1 1
KCNA4 1
KCNC4 1
KCNE5 1
KCNH1 1
KCNH5 1
KCNH7 1
KCNH8 1
KCNJ2 1
KCNJ9 1
KCNK16 1
KCNK17 1
KCNK4 1
KCNK5 1
KCNMB1 1
KCNMB3 1
KCNMB4 1
KCNN4 1
KCNQ2 1
KCTD15 1
KCTD17 1
KCTD18 1
KCTD2 1
KCTD3 1
KCTD6 1
KDELR3 1
KDM1A 1
KDM8 1
KHDC1L 1
KHDRBS3 1
KIAA0319L 1
KIAA0825 1
KIAA0895 1
KIAA0895L 1
KIAA0930 1
KIAA1109 1
KIAA1210 1
KIAA1958 1
KIF13A 1
KIF1A 1
KIF20A 1
KIF24 1
KIF2B 1
KIF4A 1
KIF4B 1
KIR2DL3 1
KIR3DL2 1
KIRREL2 1
KISS1 1
KLB 1
KLC3 1
KLC4 1
KLF1 1
KLF13 1
KLF16 1
KLF17 1
KLF3 1
KLF8 1
KLHDC3 1
KLHL15 1
KLHL2 1
KLHL24 1
KLHL33 1
KLHL34 1
KLHL35 1
KLHL38 1
KLHL4 1
KLK5 1
KLK6 1
KLK9 1
KLRC3 1
KLRF1 1
KMT2E 1
KPNA3 1
KRBA2 1
KRBOX5 1
KREMEN2 1
KRT1 1
KRT10 1
KRT10-AS1 1
KRT12 1
KRT14 1
KRT15 1
KRT19 1
KRT222 1
KRT26 1
KRT32 1
KRT74 1
KRT9 1
KRTAP19-6 1
KRTAP19-7 1
KRTAP20-1 1
KRTAP24-1 1
KRTAP27-1 1
KRTAP29-1 1
KRTAP3-3 1
KRTAP5-1 1
KRTAP5-2 1
KRTAP5-3 1
KRTAP5-8 1
KRTAP6-1 1
KRTAP9-9 1
KRTCAP3 1
KSR1 1
KYAT1 1
L3MBTL2 1
LAMB2 1
LAMP1 1
LAMTOR3 1
LANCL2 1
LAP3 1
LARGE2 1
LARP1 1
LARP6 1
LASP1 1
LAT2 1
LATS2 1
LBR 1
LCA5L 1
LCAT 1
LCE3B 1
LCE3C 1
LCE6A 1
LCMT2 1
LCN8 1
LCNL1 1
LCORL 1
LCP1 1
LCP2 1
LDHB 1
LDLRAD3 1
LDLRAP1 1
LECT2 1
LEF1 1
LEMD2 1
LEPROTL1 1
LEXM 1
LGALS4 1
LGI1 1
LGMN 1
LGR4 1
LGR6 1
LHFPL1 1
LHFPL2 1
LHFPL4 1
LHX5 1
LIAS 1
LIFR 1
LIG4 1
LILRB1 1
LIM2 1
LIMCH1 1
LIMK1 1
LIN7A 1
LINC02694 1
LINC02898 1
LINGO1 1
LINGO4 1
LIPC 1
LIPF 1
LIPG 1
LIPJ 1
LIPT1 1
LLCFC1 1
LLGL1 1
LMAN1 1
LMAN2L 1
LMBR1 1
LMBR1L 1
LMF1 1
LMNA 1
LMNB1 1
LMOD2 1
LMTK2 1
LONP1 1
LONRF2 1
LPAR2 1
LPAR5 1
LPCAT1 1
LPCAT2 1
LPCAT4 1
LRCH4 1
LRGUK 1
LRIF1 1
LRIG2 1
LRP10 1
LRP3 1
LRPAP1 1
LRRC10B 1
LRRC36 1
LRRC38 1
LRRC3B 1
LRRC4 1
LRRC41 1
LRRC47 1
LRRC4B 1
LRRC4C 1
LRRC59 1
LRRC71 1
LRRC73 1
LRRC75A 1
LRRC8C 1
LRRFIP2 1
LRRIQ1 1
LRRIQ4 1
LRRK1 1
LRTM1 1
LRTOMT 1
LRWD1 1
LSM14B 1
LSM2 1
LSM4 1
LSMEM1 1
LSMEM2 1
LSR 1
LSS 1
LTC4S 1
LUZP1 1
LUZP4 1
LXN 1
LY86 1
LY96 1
LYPLA1 1
LYSMD2 1
LYSMD3 1
LYST 1
LYZ 1
LYZL4 1
LZTFL1 1
LZTS2 1
MAB21L3 1
MACC1 1
MACIR 1
MAD2L1BP 1
MAD2L2 1
MAEA 1
MAF 1
MAFF 1
MAGEA1 1
MAGEA10 1
MAGEB1 1
MAGED1 1
MAGED2 1
MAGI1 1
MAGT1 1
MAK16 1
MAMDC2 1
MAML3 1
MAN1A1 1
MAN1B1 1
MAN1C1 1
MAN2A1 1
MAN2B2 1
MANBA 1
MANF 1
MANSC1 1
MAP1LC3A 1
MAP1S 1
MAP2K1 1
MAP2K3 1
MAP2K4 1
MAP2K6 1
MAP2K7 1
MAP3K1 1
MAP3K3 1
MAP3K7CL 1
MAPK1 1
MAPK10 1
MAPK15 1
MAPK1IP1L 1
MAPK7 1
MAPK8 1
MAPKAPK5 1
MAPRE2 1
MAPT 1
MAST3 1
MAT2A 1
MATN1 1
MATN2 1
MATR3 1
MAX 1
MAZ 1
MBD1 1
MBD3 1
MBL2 1
MBLAC2 1
MBNL2 1
MBOAT2 1
MBOAT4 1
MC2R 1
MC3R 1
MC5R 1
MCF2 1
MCFD2 1
MCM3 1
MCM4 1
MCM9 1
MCRIP1 1
MCTP2 1
MDFI 1
MDH1 1
MDM1 1
ME2 1
MEAF6 1
MED12 1
MED14 1
MED16 1
MED19 1
MED31 1
MED8 1
MEFV 1
MEIG1 1
MEIS1 1
MEMO1 1
MEOX1 1
MEOX2 1
MEP1B 1
METAP1D 1
METRN 1
METTL14 1
METTL15 1
METTL16 1
METTL21A 1
METTL4 1
METTL6 1
MEX3C 1
MFAP1 1
MFAP3L 1
MFAP4 1
MFAP5 1
MFSD1 1
MFSD14B 1
MFSD6 1
MGAT1 1
MGAT2 1
MGAT4D 1
MGAT5 1
MGRN1 1
MIA3 1
MIB2 1
MICA 1
MICAL1 1
MICALL1 1
MID1IP1 1
MIDN 1
MIF4GD 1
MIGA2 1
MIOX 1
MIP 1
MIPEP 1
MIS12 1
MIS18A 1
MIXL1 1
MKRN2 1
MKRN2OS 1
MLEC 1
MLH1 1
MLLT1 1
MMADHC 1
MMP13 1
MMP16 1
MMP21 1
MMP23B 1
MMP25 1
MMP26 1
MMP9 1
MMS22L 1
MMUT 1
MN1 1
MNAT1 1
MOB4 1
MOCOS 1
MOGS 1
MOK 1
MON1A 1
MON2 1
MORC3 1
MORN3 1
MOSPD2 1
MOSPD3 1
MPC2 1
MPHOSPH9 1
MPI 1
MPIG6B 1
MPND 1
MPO 1
MPP1 1
MPP2 1
MPP4 1
MPP7 1
MPPED1 1
MPST 1
MPV17 1
MPV17L2 1
MRAP 1
MRC2 1
MRGBP 1
MRGPRF 1
MRGPRG 1
MROH6 1
MROH7 1
MRPL15 1
MRPL23 1
MRPL28 1
MRPL41 1
MRPL46 1
MRPL49 1
MRPL55 1
MRPS15 1
MRPS33 1
MRPS36 1
MRPS9 1
MS4A1 1
MS4A5 1
MS4A7 1
MSANTD2 1
MSANTD3 1
MSC 1
MSH3 1
MSH6 1
MSI1 1
MSL1 1
MSL2 1
MSMP 1
MSRA 1
MSRB2 1
MSRB3 1
MT1B 1
MTAP 1
MTBP 1
MTERF1 1
MTERF2 1
MTERF3 1
MTHFD1L 1
MTHFSD 1
MTMR11 1
MTMR4 1
MTR 1
MTSS1 1
MTSS2 1
MTURN 1
MTX2 1
MUC21 1
MUTYH 1
MX1 1
MXD1 1
MXRA7 1
MXRA8 1
MYB 1
MYBL1 1
MYC 1
MYCBPAP 1
MYCN 1
MYCT1 1
MYDGF 1
MYEF2 1
MYF5 1
MYH1 1
MYH11 1
MYH14 1
MYH8 1
MYH9 1
MYL12B 1
MYL2 1
MYL3 1
MYL6B 1
MYLK 1
MYLPF 1
MYNN 1
MYO16 1
MYO19 1
MYO1D 1
MYO1E 1
MYO1F 1
MYO1G 1
MYO3B 1
MYO5A 1
MYOC 1
MYRIP 1
MYSM1 1
MZB1 1
NAA25 1
NAA50 1
NAALADL1 1
NACA 1
NAIF1 1
NALCN 1
NALF2 1
NANOS3 1
NANS 1
NAP1L1 1
NAP1L2 1
NAPEPLD 1
NAPRT 1
NARF 1
NARS1 1
NARS2 1
NAT10 1
NAT14 1
NAT16 1
NAT8 1
NAT8L 1
NAV3 1
NAXE 1
NBEAL1 1
NBEAL2 1
NBN 1
NCAPG 1
NCAPH 1
NCBP3 1
NCDN 1
NCF1 1
NCK1 1
NCKAP5 1
NCOA7 1
NCOR1 1
NCOR2 1
NCR1 1
NDC80 1
NDEL1 1
NDRG4 1
NDST2 1
NDUFA1 1
NDUFA12 1
NDUFA4L2 1
NDUFAF1 1
NDUFAF6 1
NDUFAF8 1
NDUFB1 1
NDUFS1 1
NEBL 1
NECTIN1 1
NECTIN4 1
NEDD1 1
NEGR1 1
NEK1 1
NEK2 1
NEK3 1
NELFB 1
NELFCD 1
NETO2 1
NEUROD1 1
NEUROD4 1
NFE2L3 1
NFIB 1
NFKBID 1
NFRKB 1
NFU1 1
NFXL1 1
NFYB 1
NHLRC2 1
NHLRC3 1
NIBAN3 1
NIF3L1 1
NIPAL4 1
NIPSNAP3A 1
NKAP 1
NKD1 1
NKIRAS2 1
NKX2-2 1
NKX2-3 1
NKX3-2 1
NKX6-1 1
NLGN3 1
NLGN4X 1
NLK 1
NLN 1
NLRC5 1
NLRP14 1
NLRP3 1
NLRP6 1
NMBR 1
NME7 1
NMNAT2 1
NMUR2 1
NNAT 1
NOCT 1
NOD2 1
NOG 1
NOL4L 1
NOL6 1
NOL9 1
NONO 1
NOP10 1
NOP14 1
NOP53 1
NOPCHAP1 1
NOS3 1
NOSIP 1
NOTUM 1
NOX4 1
NOXA1 1
NPNT 1
NPPB 1
NPR3 1
NPY1R 1
NR1D2 1
NR1H3 1
NR1H4 1
NR2C2 1
NR2F1 1
NR6A1 1
NRAS 1
NRCAM 1
NRG2 1
NRIP1 1
NRP1 1
NRROS 1
NRSN2 1
NRXN3 1
NSDHL 1
NSF 1
NSMAF 1
NSUN4 1
NT5C1A 1
NT5C3A 1
NT5C3B 1
NT5DC2 1
NTAN1 1
NTMT1 1
NTMT2 1
NTN5 1
NTNG1 1
NTRK1 1
NUBPL 1
NUDT2 1
NUFIP2 1
NUP107 1
NUP153 1
NUP160 1
NUP205 1
NUP210 1
NUP214 1
NUP54 1
NUP62CL 1
NUP98 1
NUPR1 1
NUPR2 1
NUTF2 1
NUTM1 1
NWD1 1
NXF1 1
NXNL2 1
NXPH1 1
NXPH3 1
NYAP2 1
OAS2 1
OAT 1
OCEL1 1
ODF3B 1
OFD1 1
OGDH 1
OGFR 1
OGN 1
OIP5 1
OLA1 1
OLAH 1
OLFM1 1
OLFM2 1
OLFML2B 1
OLFML3 1
OMA1 1
ONECUT1 1
OOEP 1
OPHN1 1
OPN1LW 1
OPN3 1
OPRD1 1
OPTC 1
ORAI2 1
ORC1 1
ORM1 1
OSBPL2 1
OSGEP 1
OSR1 1
OTOF 1
OTP 1
OTUB2 1
OTUD6A 1
OTULIN 1
OTULINL 1
OVOL2 1
OXR1 1
P2RX4 1
P2RX5 1
P2RX6 1
P2RX7 1
P2RY10 1
P2RY11 1
P2RY8 1
PAAF1 1
PABIR2 1
PABPC3 1
PABPC4 1
PABPN1L 1
PACSIN2 1
PAIP2 1
PAK4 1
PALB2 1
PANK1 1
PANX2 1
PAPSS1 1
PAPSS2 1
PAQR5 1
PAQR6 1
PARD3 1
PARD3B 1
PARP1 1
PARP11 1
PARVG 1
PATL1 1
PATZ1 1
PAWR 1
PAX3 1
PBXIP1 1
PCBD2 1
PCBP2 1
PCBP4 1
PCDH11X 1
PCDH15 1
PCDH19 1
PCDH20 1
PCDHA11 1
PCDHA2 1
PCDHA8 1
PCDHAC1 1
PCDHB16 1
PCDHB2 1
PCDHB8 1
PCDHGA1 1
PCDHGA11 1
PCDHGA12 1
PCDHGB2 1
PCDHGB6 1
PCDHGC3 1
PCDHGC5 1
PCGF1 1
PCGF2 1
PCGF5 1
PCMTD2 1
PCNX3 1
PCP2 1
PCP4 1
PCSK5 1
PCYT1B 1
PDC 1
PDCD5 1
PDCD6 1
PDCL3 1
PDE1B 1
PDE3B 1
PDE6A 1
PDE6B 1
PDE6C 1
PDE6G 1
PDE6H 1
PDE7A 1
PDE7B 1
PDE8B 1
PDF 1
PDGFRA 1
PDGFRL 1
PDIA4 1
PDIA6 1
PDILT 1
PDK2 1
PDK3 1
PDLIM1 1
PDLIM4 1
PDLIM5 1
PDSS1 1
PDX1 1
PDXK 1
PDZD11 1
PEAR1 1
PEDS1 1
PEG10 1
PELP1 1
PEMT 1
PENK 1
PEPD 1
PER1 1
PFDN1 1
PFKFB1 1
PFKM 1
PGAM1 1
PGAM5 1
PGD 1
PGK1 1
PGLYRP3 1
PGP 1
PHACTR2 1
PHF11 1
PHF21A 1
PHF8 1
PHGDH 1
PHLDA1 1
PHOSPHO1 1
PHYH 1
PI4K2B 1
PIAS3 1
PIBF1 1
PIGA 1
PIGC 1
PIGF 1
PIGK 1
PIGW 1
PIK3AP1 1
PIK3C2A 1
PIK3CD 1
PIK3CG 1
PINX1 1
PIP 1
PITPNA 1
PITPNB 1
PITRM1 1
PITX1 1
PITX3 1
PIWIL1 1
PKD1 1
PKD2L1 1
PKD2L2 1
PKHD1L1 1
PKM 1
PKN2 1
PKN3 1
PKP3 1
PLA2G4A 1
PLA2G4D 1
PLA2G4F 1
PLAAT4 1
PLAG1 1
PLAGL1 1
PLBD2 1
PLCB3 1
PLCD1 1
PLCG1 1
PLCZ1 1
PLEK2 1
PLEKHA4 1
PLEKHG3 1
PLEKHG5 1
PLEKHG6 1
PLEKHO2 1
PLIN5 1
PLK1 1
PLK2 1
PLOD3 1
PLPBP 1
PLPP7 1
PLPPR2 1
PLPPR3 1
PLPPR4 1
PLXDC1 1
PLXNA4 1
PLXNB1 1
PLXNB2 1
PLXND1 1
PMCH 1
PMM1 1
PNLDC1 1
PNO1 1
PNPLA3 1
PNPO 1
PNRC1 1
POC5 1
PODNL1 1
POFUT2 1
POLD4 1
POLG 1
POLI 1
POLQ 1
POLR1B 1
POLR1C 1
POLR2B 1
POLR2E 1
POLR2I 1
POLR3D 1
POLR3E 1
POM121L12 1
POMK 1
PON1 1
POP1 1
POSTN 1
POU2F1 1
POU2F2 1
POU3F3 1
PPA1 1
PPARG 1
PPBP 1
PPFIA2 1
PPID 1
PPIL1 1
PPIL6 1
PPM1B 1
PPM1D 1
PPM1M 1
PPP1CA 1
PPP1R12B 1
PPP1R16A 1
PPP1R1B 1
PPP1R2 1
PPP1R27 1
PPP1R32 1
PPP1R37 1
PPP1R3A 1
PPP1R3B 1
PPP2CB 1
PPP2R5C 1
PPP2R5D 1
PPP2R5E 1
PPP3CA 1
PPP4C 1
PPP4R4 1
PPP6R2 1
PPP6R3 1
PPT2 1
PQBP1 1
PRC1 1
PRCD 1
PRDM7 1
PRDM9 1
PRELID2 1
PRELID3B 1
PRG4 1
PRICKLE1 1
PRICKLE4 1
PRIMA1 1
PRKAA1 1
PRKACB 1
PRKAG1 1
PRKAR2B 1
PRKCA 1
PRKCB 1
PRKCG 1
PRKD1 1
PRKD3 1
PRKRIP1 1
PRKX 1
PRM2 1
PRMT3 1
PRMT5 1
PRODH 1
PRODH2 1
PRORP 1
PROS1 1
PROSER1 1
PROX1 1
PRPF40A 1
PRPF40B 1
PRPH 1
PRPH2 1
PRPS1 1
PRR18 1
PRR23A 1
PRR27 1
PRR30 1
PRR35 1
PRRG3 1
PRRG4 1
PRSS12 1
PRSS16 1
PRSS23 1
PRSS37 1
PRSS38 1
PRSS48 1
PRSS50 1
PRSS58 1
PSAT1 1
PSD 1
PSD2 1
PSG6 1
PSG8 1
PSMA1 1
PSMA2 1
PSMC1 1
PSMC3IP 1
PSMC4 1
PSMD1 1
PSMD9 1
PSME2 1
PSME3 1
PSME4 1
PSMG1 1
PSORS1C2 1
PSPN 1
PSRC1 1
PSTK 1
PTCD2 1
PTCHD4 1
PTGES 1
PTGES3 1
PTGFR 1
PTHLH 1
PTK2B 1
PTK6 1
PTMS 1
PTN 1
PTPMT1 1
PTPN11 1
PTPN13 1
PTPN18 1
PTPN9 1
PTPRB 1
PTPRCAP 1
PTPRS 1
PTRH2 1
PTRHD1 1
PTTG1 1
PTTG1IP 1
PUM2 1
PURA 1
PUS10 1
PUS7L 1
PWP2 1
PWWP3B 1
PXDC1 1
PXMP2 1
PXN 1
PYCARD 1
PYGB 1
PYGM 1
PYROXD1 1
QDPR 1
QPCT 1
QRICH1 1
QSOX1 1
R3HDM4 1
R3HDML 1
RAB11B 1
RAB18 1
RAB1A 1
RAB24 1
RAB26 1
RAB30 1
RAB40AL 1
RAB41 1
RAB5A 1
RAB5B 1
RAB6A 1
RAB8A 1
RAB9B 1
RABEP1 1
RAD17 1
RAD21L1 1
RAD51 1
RAG2 1
RAI1 1
RALGPS1 1
RALYL 1
RAMP3 1
RANGAP1 1
RAPGEF1 1
RAPGEF5 1
RARB 1
RARS1 1
RARS2 1
RASA3 1
RASD1 1
RASL11A 1
RASSF5 1
RASSF9 1
RAVER1 1
RB1CC1 1
RBBP4 1
RBBP7 1
RBFOX1 1
RBM10 1
RBM11 1
RBM14 1
RBM19 1
RBM23 1
RBM34 1
RBM6 1
RBM7 1
RBP4 1
RBPJL 1
RCHY1 1
RCN3 1
RCOR3 1
RCVRN 1
RD3 1
RDH11 1
RDH14 1
RDH16 1
RDH5 1
REEP2 1
REEP4 1
REL 1
RELCH 1
REPS1 1
RETREG3 1
RETSAT 1
REX1BD 1
REXO5 1
RFC2 1
RFC4 1
RFC5 1
RFLNA 1
RFPL4B 1
RFTN1 1
RFTN2 1
RFWD3 1
RFXANK 1
RGS1 1
RGS13 1
RGS17 1
RGS18 1
RGS2 1
RGS21 1
RGS22 1
RGS4 1
RGS7BP 1
RGS8 1
RGS9 1
RHBDD1 1
RHBDD2 1
RHBDF1 1
RHBDF2 1
RHCE 1
RHEBL1 1
RHEX 1
RHNO1 1
RHOA 1
RHOBTB3 1
RHOC 1
RHOF 1
RHOG 1
RHOXF1 1
RHPN1 1
RIF1 1
RIIAD1 1
RILPL2 1
RIMBP2 1
RIMS3 1
RIMS4 1
RIN2 1
RIOK3 1
RIPOR1 1
RIPOR3 1
RIPPLY2 1
RIT2 1
RLBP1 1
RLN1 1
RLN2 1
RMND5A 1
RMND5B 1
RNASE10 1
RNASE7 1
RNASE8 1
RNASEH2A 1
RNASEH2B 1
RNASET2 1
RNF10 1
RNF112 1
RNF133 1
RNF138 1
RNF148 1
RNF167 1
RNF168 1
RNF170 1
RNF180 1
RNF185 1
RNF207 1
RNF212B 1
RNF213 1
RNF39 1
RNF5 1
RNF6 1
RNFT2 1
RNGTT 1
RNLS 1
ROBO2 1
ROGDI 1
RP1 1
RP1L1 1
RP2 1
RP9 1
RPA4 1
RPH3AL 1
RPIA 1
RPL15 1
RPL30 1
RPL38 1
RPL4 1
RPLP1 1
RPN2 1
RPP25L 1
RPRD1A 1
RPRD2 1
RPRML 1
RPS25 1
RPS3 1
RPS6KA4 1
RPS6KB1 1
RPUSD4 1
RRAS 1
RRBP1 1
RRM1 1
RRM2 1
RRN3 1
RRP12 1
RSBN1 1
RSC1A1 1
RSPH1 1
RSPH4A 1
RSPO2 1
RTCA 1
RTEL1 1
RTKN 1
RTL1 1
RTL6 1
RTL8C 1
RTN4 1
RTN4R 1
RUNDC1 1
RUNDC3A 1
RUNX3 1
RUSC1 1
RUSC2 1
RWDD2B 1
RWDD3 1
S100A12 1
S100A16 1
S100A2 1
S100A3 1
S100A8 1
S100B 1
S100G 1
S100PBP 1
S1PR3 1
S1PR5 1
SAA4 1
SAFB 1
SALL1 1
SALL3 1
SAMD14 1
SAMD4B 1
SAR1B 1
SARAF 1
SARNP 1
SASH1 1
SASH3 1
SATB1 1
SATB2 1
SATL1 1
SAV1 1
SBDS 1
SBK1 1
SBNO1 1
SBSN 1
SCAF8 1
SCAMP2 1
SCARB2 1
SCARF1 1
SCD5 1
SCFD2 1
SCGB2A1 1
SCGB3A1 1
SCIMP 1
SCML1 1
SCN11A 1
SCN3A 1
SCN9A 1
SCNM1 1
SCPEP1 1
SCRN2 1
SCRT2 1
SDC3 1
SDCCAG8 1
SDF2L1 1
SDHB 1
SEC13 1
SEC14L4 1
SEC22A 1
SEC23IP 1
SEC24C 1
SEC61A1 1
SEC61B 1
SEL1L2 1
SELENOW 1
SEMA3D 1
SEMA4F 1
SEMA4G 1
SEMA6B 1
SENP2 1
SEPSECS 1
SERHL2 1
SERINC1 1
SERINC5 1
SERPINA5 1
SERPINA7 1
SERPINB4 1
SERPINB6 1
SERPINB7 1
SERPINC1 1
SERPINE2 1
SERPINF2 1
SERTAD3 1
SET 1
SETD1A 1
SETD5 1
SETDB1 1
SETDB2 1
SETMAR 1
SF3A1 1
SF3B3 1
SFPQ 1
SFRP2 1
SFRP5 1
SFTPA1 1
SFXN3 1
SFXN5 1
SGTB 1
SH2B1 1
SH2D3A 1
SH2D3C 1
SH3BP2 1
SH3D19 1
SH3D21 1
SH3TC2 1
SHARPIN 1
SHB 1
SHC3 1
SHOC1 1
SHROOM2 1
SHTN1 1
SIAH3 1
SIGLEC11 1
SIGLEC9 1
SIKE1 1
SIRPB1 1
SIRT3 1
SIRT6 1
SIX2 1
SKA2 1
SKIL 1
SKOR1 1
SLBP 1
SLC12A4 1
SLC12A6 1
SLC12A9 1
SLC13A4 1
SLC13A5 1
SLC14A2 1
SLC15A4 1
SLC16A10 1
SLC16A11 1
SLC16A12 1
SLC16A2 1
SLC16A4 1
SLC16A6 1
SLC1A1 1
SLC1A3 1
SLC1A6 1
SLC1A7 1
SLC22A12 1
SLC22A13 1
SLC22A15 1
SLC22A25 1
SLC22A6 1
SLC22A8 1
SLC24A1 1
SLC24A2 1
SLC25A12 1
SLC25A13 1
SLC25A14 1
SLC25A15 1
SLC25A23 1
SLC25A27 1
SLC25A28 1
SLC25A30 1
SLC25A4 1
SLC25A41 1
SLC25A42 1
SLC25A46 1
SLC26A1 1
SLC26A8 1
SLC29A1 1
SLC2A2 1
SLC30A5 1
SLC30A6 1
SLC30A8 1
SLC31A2 1
SLC35B2 1
SLC35E3 1
SLC35G5 1
SLC37A1 1
SLC38A6 1
SLC39A11 1
SLC39A12 1
SLC39A13 1
SLC39A5 1
SLC39A6 1
SLC40A1 1
SLC43A3 1
SLC44A4 1
SLC44A5 1
SLC45A4 1
SLC4A1 1
SLC4A2 1
SLC4A7 1
SLC4A9 1
SLC5A10 1
SLC5A11 1
SLC5A12 1
SLC6A11 1
SLC6A14 1
SLC6A16 1
SLC6A2 1
SLC6A5 1
SLC7A1 1
SLC7A13 1
SLC7A6OS 1
SLC7A9 1
SLC8A1 1
SLCO2A1 1
SLCO3A1 1
SLCO4A1 1
SLCO5A1 1
SLCO6A1 1
SLITRK5 1
SLMAP 1
SLURP2 1
SMAP1 1
SMARCA2 1
SMARCA4 1
SMARCAD1 1
SMARCB1 1
SMARCC1 1
SMARCD1 1
SMC1A 1
SMCO1 1
SMCO2 1
SMG6 1
SMIM12 1
SMIM17 1
SMIM20 1
SMIM9 1
SMLR1 1
SMPD3 1
SMPDL3B 1
SMTNL2 1
SMU1 1
SMYD4 1
SNAP25 1
SNCAIP 1
SNN 1
SNPH 1
SNRK 1
SNRNP35 1
SNRPA 1
SNTG2 1
SNU13 1
SNUPN 1
SNURF 1
SNX1 1
SNX10 1
SNX11 1
SNX14 1
SNX18 1
SNX2 1
SNX20 1
SNX21 1
SNX24 1
SNX30 1
SNX33 1
SNX5 1
SNX6 1
SNX7 1
SNX8 1
SNX9 1
SOCS1 1
SOCS4 1
SOCS7 1
SOHLH2 1
SORBS2 1
SORCS3 1
SOS2 1
SOX1 1
SOX30 1
SOX7 1
SP110 1
SP2 1
SP3 1
SPA17 1
SPAG6 1
SPAG7 1
SPANXN2 1
SPATA20 1
SPATA24 1
SPATA25 1
SPATA2L 1
SPATA31D1 1
SPATA32 1
SPATA8 1
SPC25 1
SPCS1 1
SPCS3 1
SPDYA 1
SPECC1L 1
SPEG 1
SPEM1 1
SPG21 1
SPG7 1
SPHKAP 1
SPI1 1
SPIB 1
SPIN1 1
SPINK1 1
SPINK14 1
SPINK4 1
SPINK5 1
SPINK6 1
SPINT2 1
SPINT4 1
SPN 1
SPNS1 1
SPNS2 1
SPOUT1 1
SPPL2C 1
SPRED2 1
SPRR2G 1
SPRY2 1
SPRY3 1
SPRY4 1
SPRYD7 1
SPSB3 1
SPTA1 1
SPTAN1 1
SPTBN1 1
SPTLC3 1
SPX 1
SRARP 1
SRBD1 1
SREBF1 1
SRF 1
SRGAP1 1
SRP14 1
SRP54 1
SRP68 1
SRP72 1
SRP9 1
SRPK3 1
SRPX 1
SRPX2 1
SRR 1
SRRD 1
SRRM1 1
SRRM4 1
SRSF10 1
SRSF5 1
SSBP4 1
SSMEM1 1
SSR1 1
SSR2 1
SST 1
SSTR5 1
SSU72 1
SSX2IP 1
SSX7 1
ST14 1
ST3GAL2 1
ST3GAL4 1
ST3GAL5 1
ST6GAL1 1
ST6GALNAC2 1
ST6GALNAC6 1
ST8SIA6 1
STAB1 1
STAC3 1
STAM 1
STAP2 1
STARD3 1
STARD3NL 1
STAT5B 1
STATH 1
STIM2 1
STIMATE 1
STK10 1
STK11 1
STK19 1
STK24 1
STK32B 1
STK32C 1
STMN3 1
STOML3 1
STON2 1
STPG4 1
STRAP 1
STRBP 1
STRIP2 1
STRN4 1
STS 1
STT3B 1
STUB1 1
STUM 1
STX10 1
STX16 1
STX17 1
STX1A 1
STX3 1
STXBP4 1
STXBP5 1
STXBP6 1
SUDS3 1
SUGCT 1
SUGP1 1
SUGT1 1
SULT1C3 1
SUMO1 1
SUMO2 1
SUMO3 1
SUN1 1
SUN3 1
SUPT20H 1
SUPV3L1 1
SURF4 1
SURF6 1
SUSD2 1
SUV39H2 1
SVBP 1
SYAP1 1
SYF2 1
SYK 1
SYMPK 1
SYNC 1
SYNCRIP 1
SYNDIG1 1
SYNE2 1
SYNE3 1
SYNJ1 1
SYNPO 1
SYNPR 1
SYT10 1
SYT11 1
SYT13 1
SYT14 1
SYT8 1
SZT2 1
TAAR1 1
TAAR8 1
TAB1 1
TAC1 1
TACC3 1
TACR2 1
TACSTD2 1
TAF11 1
TAF1L 1
TAFA3 1
TAFAZZIN 1
TAGAP 1
TAGLN3 1
TAMALIN 1
TAOK2 1
TARS1 1
TAS2R13 1
TAS2R14 1
TAS2R19 1
TAS2R4 1
TAS2R60 1
TAS2R7 1
TATDN1 1
TAX1BP1 1
TAX1BP3 1
TBC1D12 1
TBC1D22B 1
TBC1D26 1
TBC1D28 1
TBC1D31 1
TBC1D8B 1
TBCA 1
TBKBP1 1
TBL1XR1 1
TBL2 1
TBX2 1
TBX6 1
TBXAS1 1
TCEA2 1
TCEAL2 1
TCEAL6 1
TCEAL7 1
TCEANC 1
TCEANC2 1
TCF21 1
TCF3 1
TCF7 1
TCL1B 1
TCP11 1
TCP11X2 1
TCTN3 1
TDRP 1
TEAD4 1
TECTB 1
TEDDM1 1
TEKT1 1
TEKT5 1
TENT5A 1
TEPP 1
TERB2 1
TES 1
TESK2 1
TET3 1
TEX10 1
TEX101 1
TEX11 1
TEX14 1
TEX15 1
TEX261 1
TEX28 1
TEX30 1
TEX33 1
TEX43 1
TEX45 1
TEX47 1
TF 1
TFAP2B 1
TFB1M 1
TFEC 1
TFF1 1
TFPI 1
TFR2 1
TGFA 1
TGFBR2 1
TGFBR3 1
TGOLN2 1
TGS1 1
THAP1 1
THAP11 1
THAP2 1
THAP3 1
THBS2 1
THEG 1
THNSL1 1
THOP1 1
THRA 1
THSD1 1
THSD4 1
TIAF1 1
TICAM2 1
TIGD5 1
TIGD7 1
TIGIT 1
TIMM10 1
TIMM13 1
TIMM17B 1
TIMM44 1
TIMM8A 1
TIMM9 1
TIPIN 1
TK1 1
TLCD1 1
TLCD2 1
TLCD5 1
TLL2 1
TLN1 1
TLR9 1
TM2D1 1
TM2D3 1
TM4SF18 1
TM7SF2 1
TM9SF4 1
TMA16 1
TMC6 1
TMED1 1
TMED5 1
TMED8 1
TMEM100 1
TMEM101 1
TMEM106C 1
TMEM109 1
TMEM11 1
TMEM121B 1
TMEM125 1
TMEM131L 1
TMEM145 1
TMEM147 1
TMEM14A 1
TMEM14B 1
TMEM150A 1
TMEM160 1
TMEM163 1
TMEM176A 1
TMEM179B 1
TMEM18 1
TMEM183A 1
TMEM184B 1
TMEM19 1
TMEM190 1
TMEM199 1
TMEM200A 1
TMEM204 1
TMEM207 1
TMEM209 1
TMEM211 1
TMEM216 1
TMEM219 1
TMEM222 1
TMEM223 1
TMEM229B 1
TMEM235 1
TMEM249 1
TMEM251 1
TMEM26 1
TMEM30A 1
TMEM38B 1
TMEM47 1
TMEM52 1
TMEM59L 1
TMEM63C 1
TMEM67 1
TMEM71 1
TMEM72 1
TMEM86B 1
TMEM87B 1
TMPPE 1
TMPRSS11B 1
TMPRSS12 1
TMPRSS15 1
TMPRSS3 1
TMPRSS7 1
TMTC3 1
TMUB1 1
TMX3 1
TNFAIP6 1
TNFAIP8L2 1
TNFRSF11A 1
TNFRSF1A 1
TNFRSF6B 1
TNFRSF9 1
TNFSF12 1
TNFSF13 1
TNFSF13B 1
TNIP3 1
TNK1 1
TNKS1BP1 1
TNNT2 1
TNP1 1
TNP2 1
TNPO2 1
TNRC18 1
TNS2 1
TNXB 1
TOM1L2 1
TOP1MT 1
TOPAZ1 1
TOPORS 1
TOR1AIP1 1
TOX3 1
TP53 1
TP53BP1 1
TP53TG5 1
TP63 1
TP73 1
TPK1 1
TPM2 1
TPP2 1
TPR 1
TPRA1 1
TPRKB 1
TRA2A 1
TRADD 1
TRAF4 1
TRAM2 1
TRAPPC11 1
TRAPPC13 1
TRAPPC2L 1
TRAPPC3 1
TRAPPC9 1
TRAT1 1
TRDN 1
TREML4 1
TREX2 1
TRHDE 1
TRIM14 1
TRIM16 1
TRIM25 1
TRIM3 1
TRIM33 1
TRIM34 1
TRIM39 1
TRIM55 1
TRIM58 1
TRIM62 1
TRIM67 1
TRIM71 1
TRIM72 1
TRIO 1
TRIQK 1
TRIR 1
TRMT1 1
TRMT11 1
TRMT112 1
TRMT12 1
TRMT5 1
TRO 1
TRPV1 1
TRPV4 1
TSBP1 1
TSC1 1
TSC22D1 1
TSEN15 1
TSGA10 1
TSPAN12 1
TSPAN14 1
TSPAN15 1
TSPAN19 1
TSPAN33 1
TSPOAP1 1
TSPYL2 1
TSPYL6 1
TSR1 1
TSR2 1
TSSK2 1
TTBK1 1
TTC23 1
TTC37 1
TTC7B 1
TTLL1 1
TTLL10 1
TUBA1B 1
TUBAL3 1
TUBB1 1
TUBB2B 1
TUBG1 1
TUBG2 1
TUBGCP3 1
TULP2 1
TUSC1 1
TUSC2 1
TUT1 1
TUT4 1
TUT7 1
TWF1 1
TXLNB 1
TXLNG 1
TXNDC15 1
TXNDC17 1
TXNDC5 1
TXNDC9 1
TXNL4A 1
TXNL4B 1
TXNRD1 1
TYW1 1
TYW3 1
UAP1 1
UBALD1 1
UBAP2 1
UBAP2L 1
UBD 1
UBE2G1 1
UBE2H 1
UBE2J2 1
UBE2N 1
UBE2Q1 1
UBE2U 1
UBE2Z 1
UBL5 1
UBP1 1
UBQLN1 1
UBTD1 1
UBXN1 1
UCK1 1
UCN3 1
UCP1 1
UEVLD 1
UFC1 1
UFSP1 1
UGCG 1
UGT1A10 1
UGT2B17 1
UIMC1 1
UMOD 1
UNC93A 1
UNCX 1
UNKL 1
UPF3A 1
UPF3B 1
URB2 1
URGCP 1
URM1 1
USB1 1
USP1 1
USP10 1
USP11 1
USP15 1
USP17L10 1
USP22 1
USP25 1
USP28 1
USP4 1
USP5 1
USP6 1
UTP4 1
VAMP2 1
VAMP3 1
VAMP4 1
VANGL1 1
VANGL2 1
VASH2 1
VAT1 1
VAT1L 1
VAV3 1
VAX1 1
VBP1 1
VCAM1 1
VCL 1
VCPIP1 1
VCPKMT 1
VDAC1 1
VEZT 1
VILL 1
VIPAS39 1
VLDLR 1
VMA21 1
VMO1 1
VN1R4 1
VPS25 1
VPS26A 1
VPS33B 1
VPS37A 1
VPS37D 1
VPS39 1
VPS4B 1
VPS52 1
VPS53 1
VPS54 1
VPS72 1
VPS8 1
VRK3 1
VSIG1 1
VSIG4 1
VSTM2B 1
VSTM2L 1
VSX2 1
VTA1 1
VWA5A 1
VWA7 1
VWCE 1
VWF 1
WAPL 1
WARS2 1
WASHC3 1
WDFY1 1
WDFY4 1
WDR20 1
WDR26 1
WDR27 1
WDR31 1
WDR33 1
WDR46 1
WDR47 1
WDR48 1
WDR59 1
WDR83 1
WDR87 1
WDR90 1
WDR91 1
WFIKKN1 1
WFS1 1
WIPF2 1
WIPI2 1
WLS 1
WNT2B 1
WNT3 1
WNT5A 1
WNT6 1
WRAP73 1
WRN 1
WTIP 1
WWC3 1
XAB2 1
XAGE5 1
XKR4 1
XKR7 1
XKR8 1
XPC 1
XPO1 1
XPO5 1
XRCC3 1
XRCC5 1
XXYLT1 1
XYLB 1
XYLT1 1
YAE1 1
YBEY 1
YBX2 1
YDJC 1
YEATS2 1
YEATS4 1
YES1 1
YIF1B 1
YIPF3 1
YPEL2 1
YPEL3 1
YPEL5 1
YWHAB 1
YWHAG 1
YY2 1
ZADH2 1
ZAP70 1
ZBED3 1
ZBED4 1
ZBED6 1
ZBTB11 1
ZBTB14 1
ZBTB16 1
ZBTB2 1
ZBTB26 1
ZBTB3 1
ZBTB32 1
ZBTB37 1
ZBTB38 1
ZBTB39 1
ZBTB4 1
ZBTB42 1
ZBTB47 1
ZBTB48 1
ZBTB7B 1
ZBTB7C 1
ZBTB8OS 1
ZBTB9 1
ZC2HC1A 1
ZC2HC1B 1
ZC3H8 1
ZC3HC1 1
ZCCHC10 1
ZCCHC18 1
ZCCHC2 1
ZCCHC24 1
ZCCHC7 1
ZCWPW1 1
ZDHHC11 1
ZDHHC24 1
ZDHHC5 1
ZDHHC7 1
ZDHHC9 1
ZFAND1 1
ZFC3H1 1
ZFHX4 1
ZFP36 1
ZFP41 1
ZFP82 1
ZFP90 1
ZFP92 1
ZFX 1
ZFYVE19 1
ZFYVE28 1
ZIC1 1
ZIC2 1
ZMAT5 1
ZMIZ2 1
ZMYM2 1
ZNF10 1
ZNF101 1
ZNF106 1
ZNF107 1
ZNF121 1
ZNF133 1
ZNF134 1
ZNF135 1
ZNF136 1
ZNF157 1
ZNF160 1
ZNF174 1
ZNF175 1
ZNF189 1
ZNF197 1
ZNF2 1
ZNF212 1
ZNF214 1
ZNF219 1
ZNF227 1
ZNF230 1
ZNF232 1
ZNF266 1
ZNF286B 1
ZNF3 1
ZNF317 1
ZNF319 1
ZNF326 1
ZNF333 1
ZNF337 1
ZNF33B 1
ZNF343 1
ZNF354B 1
ZNF358 1
ZNF37A 1
ZNF384 1
ZNF385B 1
ZNF385D 1
ZNF414 1
ZNF419 1
ZNF423 1
ZNF425 1
ZNF426 1
ZNF429 1
ZNF438 1
ZNF439 1
ZNF442 1
ZNF445 1
ZNF468 1
ZNF470 1
ZNF474 1
ZNF48 1
ZNF486 1
ZNF493 1
ZNF503 1
ZNF512 1
ZNF519 1
ZNF534 1
ZNF557 1
ZNF569 1
ZNF570 1
ZNF586 1
ZNF589 1
ZNF594 1
ZNF613 1
ZNF619 1
ZNF621 1
ZNF624 1
ZNF630 1
ZNF658 1
ZNF671 1
ZNF672 1
ZNF69 1
ZNF696 1
ZNF697 1
ZNF699 1
ZNF703 1
ZNF707 1
ZNF711 1
ZNF714 1
ZNF721 1
ZNF726 1
ZNF730 1
ZNF740 1
ZNF75D 1
ZNF774 1
ZNF781 1
ZNF789 1
ZNF792 1
ZNF800 1
ZNF804A 1
ZNF804B 1
ZNF821 1
ZNF827 1
ZNF831 1
ZNF839 1
ZNF853 1
ZNF878 1
ZNF90 1
ZNF93 1
ZNF98 1
ZNHIT1 1
ZNRF1 1
ZP2 1
ZP4 1
ZSCAN1 1
ZSCAN22 1
ZSCAN25 1
ZSCAN4 1
ZSCAN5A 1
ZSCAN9 1
ZSWIM2 1
ZXDA 1
ZYG11A 1
ZYX 1
ZZEF1 1
insensitive_genes <- result$`Associated with KIF18A Insensitivity`
insensitive_genes <- insensitive_genes[order(-as.numeric(insensitive_genes$Score)), ]
rownames(insensitive_genes) <- NULL
cat("\nAssociated with KIF18A Insensitivity:\n")

Associated with KIF18A Insensitivity:

kable(insensitive_genes, format = "html", col.names = c("Gene", "Score")) %>%
  kable_styling(full_width = FALSE) %>% 
  scroll_box(width = "100%", height = "300px")
Gene Score
ODAM 5
SRFBP1 5
CACNA1B 4
EIF3B 4
GTF2H1 4
RASA3 4
TAF8 4
ABCC9 3
ARHGEF25 3
ARSG 3
ASPSCR1 3
ATP5MF 3
BCO1 3
CHCHD4 3
CPN1 3
CST5 3
CUTC 3
DHRS1 3
EEF1G 3
ELF1 3
EXOSC2 3
FDX2 3
FECH 3
FFAR4 3
FOXP4 3
FXYD6 3
GEMIN7 3
GMPS 3
GNG7 3
H2AC20 3
IGBP1 3
IL10RA 3
IL19 3
LAMTOR2 3
MAP1LC3A 3
MAPK1IP1L 3
MMP9 3
MRPS27 3
PGAM4 3
PPP1R15B 3
PRR23C 3
PRR3 3
PRR35 3
PTPRO 3
RECQL 3
RPL35 3
RPS10 3
RPS3 3
SMG5 3
SRRT 3
SRSF5 3
TAF7 3
TEKT2 3
THSD4 3
TIMM13 3
TMEM132D 3
TOP1 3
TSC22D2 3
TTLL5 3
UBAP1 3
UGT2B15 3
UNC13C 3
UPF1 3
YPEL4 3
ZBTB11 3
ZFP69 3
ZNF577 3
A4GNT 2
ABCC8 2
ABCF2 2
ABCG4 2
ABHD12 2
ABHD18 2
ABRAXAS1 2
ACAD9 2
ACKR4 2
ACRBP 2
ACTL8 2
ACTR3B 2
ACY1 2
ADAM20 2
ADCY5 2
ADGRG2 2
ADGRG4 2
AFP 2
AGGF1 2
AHNAK2 2
AIMP1 2
AMOTL2 2
ANKHD1 2
ANKRD1 2
ANKRD30A 2
ANKRD34B 2
ANPEP 2
AP4E1 2
APOC2 2
APOC4 2
ARF3 2
ARHGAP5 2
ARHGAP9 2
ARID4A 2
ARMH4 2
ASCL3 2
ASIP 2
ATAD3A 2
ATAD3B 2
ATOH7 2
ATP1A1 2
ATP4B 2
ATP5MG 2
ATRN 2
ATXN1L 2
B4GALT5 2
BCAS4 2
BCCIP 2
BCL2L12 2
BCLAF1 2
BCORL1 2
BDP1 2
BEND3 2
BEND5 2
BFSP2 2
BIRC5 2
BIRC6 2
BLID 2
BLK 2
BPIFB6 2
BRF1 2
BRPF1 2
BTG2 2
C10orf55 2
C14orf28 2
C1orf43 2
C1QTNF5 2
C2orf76 2
C8orf86 2
C9 2
C9orf92 2
CAB39 2
CACTIN 2
CALHM3 2
CAMK2G 2
CAPNS2 2
CASP4 2
CBLN4 2
CCDC175 2
CCDC86 2
CCDC89 2
CCDC97 2
CCIN 2
CCND1 2
CCR10 2
CCR8 2
CD200 2
CD4 2
CD93 2
CDAN1 2
CDC20 2
CDK14 2
CDK20 2
CDK9 2
CEACAM1 2
CEMIP 2
CEP131 2
CEP85L 2
CFAP161 2
CFAP47 2
CFL1 2
CHST15 2
CHST4 2
CHST6 2
CHST9 2
CHTOP 2
CKAP4 2
CKB 2
CLCN5 2
CLDN25 2
CLDND2 2
CLK4 2
CLP1 2
CNKSR2 2
CNTLN 2
COG3 2
COL25A1 2
COL28A1 2
COMTD1 2
CORO2B 2
COX5A 2
COX6C 2
COX7B 2
CP 2
CPNE3 2
CPSF6 2
CPXM1 2
CRABP1 2
CRNKL1 2
CST1 2
CST3 2
CST9 2
CTBP2 2
CTRL 2
CTSZ 2
CUL4A 2
CWC25 2
CYTH2 2
DCD 2
DDX27 2
DENND4A 2
DEPDC1 2
DIRAS1 2
DIS3 2
DIS3L 2
DLC1 2
DMAC1 2
DMBT1 2
DNAJA2 2
DNAJC5G 2
DNAJC8 2
DNAL1 2
DNTTIP2 2
DR1 2
DSCAML1 2
DST 2
DTD1 2
DUSP1 2
DUSP4 2
EBP 2
ECT2 2
EEF2 2
EFCAB12 2
EGR2 2
EGR3 2
EIF3H 2
EIF3I 2
EIF3J 2
EIF3M 2
ELAC1 2
EPSTI1 2
EREG 2
ERG28 2
EXOC1 2
F13A1 2
FABP12 2
FAM149A 2
FAM169B 2
FAM200B 2
FAM209A 2
FAM210A 2
FAM219A 2
FARS2 2
FASTK 2
FBP1 2
FGA 2
FGF10 2
FGF20 2
FGF23 2
FGFR2 2
FILIP1L 2
FITM2 2
FKBP11 2
FKBP4 2
FLNC 2
FNTB 2
FOXA2 2
FOXK1 2
FOXRED1 2
FUT2 2
FXR2 2
FXYD2 2
FXYD4 2
FYB2 2
FZD3 2
GAA 2
GADL1 2
GALNT5 2
GBA 2
GCM1 2
GCM2 2
GEMIN2 2
GEMIN6 2
GFRA4 2
GIGYF2 2
GNL2 2
GNL3L 2
GOSR2 2
GPAT3 2
GPATCH2 2
GPLD1 2
GPR162 2
GPR31 2
GRK5 2
GSG1 2
GSTA5 2
GSX2 2
GTF2E1 2
GTF2H4 2
H2AX 2
H2BW2 2
HARS1 2
HCFC1R1 2
HDAC1 2
HDGFL1 2
HEATR6 2
HELT 2
HEXA 2
HEY1 2
HGSNAT 2
HILPDA 2
HK1 2
HK2 2
HLA-DQA1 2
HNF1B 2
HOMER2 2
HOXD4 2
HS6ST1 2
HSPB11 2
HTR4 2
IFITM10 2
IGFL2 2
IK 2
IL17REL 2
IL18 2
IMP4 2
IMPA2 2
INS 2
INTS5 2
IP6K3 2
IRX4 2
ITGA9 2
JMJD1C 2
JOSD2 2
KDELR1 2
KDM4C 2
KDM7A 2
KHDRBS2 2
KIAA0586 2
KIAA1522 2
KIF14 2
KIF3C 2
KIR3DL3 2
KLF15 2
KLHL23 2
KLHL24 2
KLK14 2
KRT23 2
KRT26 2
KRTAP19-6 2
LAGE3 2
LAMC3 2
LAMTOR4 2
LAYN 2
LCN15 2
LDHD 2
LEMD1 2
LETM2 2
LILRB4 2
LIMS2 2
LIN7B 2
LMTK2 2
LPP 2
LRP6 2
LSR 2
LTBP1 2
LYG2 2
LYRM1 2
LZTS2 2
MAEL 2
MAGEE1 2
MAMDC4 2
MARK1 2
MAT2A 2
MBOAT4 2
MED17 2
MED22 2
MED23 2
MED24 2
MED27 2
MED4 2
MELTF 2
MEPCE 2
METTL3 2
METTL7B 2
MINAR2 2
MLANA 2
MPPE1 2
MRC1 2
MRPL16 2
MRPL21 2
MRPL44 2
MRPL49 2
MRPL53 2
MRPL55 2
MRPL57 2
MRPS2 2
MRPS21 2
MRPS22 2
MRPS24 2
MSR1 2
MSRB2 2
MTOR 2
MVB12B 2
MYBL1 2
MYH7B 2
MYL7 2
NAA25 2
NACA 2
NAIF1 2
NAT1 2
NBR1 2
NDUFA4L2 2
NDUFB10 2
NDUFS1 2
NDUFS2 2
NDUFS5 2
NEK11 2
NEPRO 2
NEXMIF 2
NIM1K 2
NKRF 2
NLRP8 2
NLRX1 2
NPHS1 2
NRBF2 2
NRROS 2
NUCB1 2
NUDT22 2
NUP153 2
OPN1SW 2
OXCT1 2
P3H2 2
PABPN1 2
PACSIN1 2
PCDH10 2
PCNX2 2
PCP4 2
PCSK2 2
PDAP1 2
PDE6C 2
PDE9A 2
PDGFRA 2
PDGFRL 2
PDHB 2
PDLIM2 2
PEX6 2
PIANP 2
PKD1L1 2
PLA2G15 2
PLA2G2F 2
PLAGL2 2
PLCL1 2
PLEKHA6 2
PLEKHM3 2
PLSCR4 2
PMEL 2
POLE 2
POPDC2 2
PPARGC1A 2
PPP1R13B 2
PPP4R3B 2
PPT1 2
PRDM13 2
PRIMPOL 2
PRKAA1 2
PRMT1 2
PRPS1L1 2
PSTPIP1 2
PTDSS2 2
PTER 2
PTGIS 2
PVALB 2
PYGL 2
QSER1 2
R3HCC1 2
R3HDML 2
RAB1B 2
RAB40B 2
RAB43 2
RAC2 2
RAD21L1 2
RALY 2
RASGRP1 2
RBBP9 2
RBM19 2
RBM25 2
RBM39 2
RBP5 2
RBPMS2 2
RDH11 2
REXO2 2
RFLNA 2
RHBDF1 2
RHBDL1 2
RHEBL1 2
RHOXF1 2
RILPL1 2
RIN3 2
RIOK1 2
RIPPLY2 2
RNASE10 2
RNF115 2
RNF183 2
RNF41 2
ROBO3 2
RPL23 2
RPL27 2
RPL28 2
RPL32 2
RPL39L 2
RPP25 2
RPS4X 2
RTN4RL2 2
RUSF1 2
SAMD9L 2
SAPCD2 2
SBF2 2
SCARA3 2
SCN2A 2
SCN2B 2
SCN3B 2
SDC3 2
SDHB 2
SDR16C5 2
SEC23B 2
SELENOH 2
SELENOI 2
SELENON 2
SEMA4C 2
SENP1 2
SERPINA4 2
SF3A3 2
SF3B5 2
SFRP5 2
SFSWAP 2
SGCZ 2
SH2D7 2
SH3PXD2B 2
SHC4 2
SHOX2 2
SHROOM3 2
SIN3A 2
SIRT5 2
SLC10A6 2
SLC16A9 2
SLC18A2 2
SLC25A3 2
SLC25A48 2
SLC2A12 2
SLC34A1 2
SLC4A8 2
SLC8A2 2
SLC9C1 2
SLURP2 2
SMARCD3 2
SMCO1 2
SMCO2 2
SMIM18 2
SNAP25 2
SNAPC3 2
SNPH 2
SNRPN 2
SP110 2
SP5 2
SPHK2 2
SPICE1 2
SPNS1 2
SRF 2
SRPRB 2
SRRM2 2
ST3GAL1 2
STAP1 2
STARD8 2
STAT5A 2
STK26 2
STK4 2
STRBP 2
STX11 2
SUPV3L1 2
TADA3 2
TAF10 2
TAF1B 2
TAF1C 2
TAFA5 2
TAGLN 2
TCIM 2
TEX9 2
TGFB1I1 2
TGS1 2
THBS2 2
THRB 2
TIGD3 2
TIRAP 2
TLX3 2
TM4SF18 2
TMCC1 2
TMED8 2
TMEM130 2
TMEM25 2
TMEM260 2
TMEM268 2
TMEM30B 2
TMEM97 2
TMPRSS11D 2
TMPRSS5 2
TMPRSS9 2
TNPO1 2
TOMM20 2
TOR1AIP2 2
TPST1 2
TRAPPC12 2
TRIM9 2
TRIOBP 2
TRIP13 2
TRIP6 2
TRMT61B 2
TRPC1 2
TRPM7 2
TSPAN15 2
TSPAN32 2
TSTD1 2
TTC1 2
TTC39C 2
TTN 2
TTR 2
TUBAL3 2
TUBB1 2
TUBG2 2
TXNDC11 2
TXNDC9 2
U2SURP 2
UBE2O 2
UBFD1 2
UBQLN3 2
UNC13D 2
UNC45B 2
UPK1B 2
UPP2 2
USF2 2
USP2 2
USP35 2
USP50 2
VIM 2
WDR27 2
WDR55 2
WDR59 2
WDSUB1 2
WFDC3 2
XKR7 2
XPC 2
YPEL5 2
ZACN 2
ZBTB39 2
ZC3H12A 2
ZC3H7A 2
ZDHHC22 2
ZFAND2B 2
ZFC3H1 2
ZFYVE26 2
ZNF131 2
ZNF175 2
ZNF225 2
ZNF260 2
ZNF286B 2
ZNF445 2
ZNF480 2
ZNF492 2
ZNF527 2
ZNF649 2
ZNF662 2
ZNF706 2
ZNF774 2
ZNHIT2 2
ZPBP2 2
ZSWIM1 2
A1CF 1
AAMDC 1
AARS2 1
AARSD1 1
ABAT 1
ABCA10 1
ABCA12 1
ABCA3 1
ABCA5 1
ABCB8 1
ABCC12 1
ABCC5 1
ABCG1 1
ABCG8 1
ABHD12B 1
ABHD6 1
ABI3 1
ABL1 1
ABLIM1 1
ABRA 1
ABRACL 1
ABRAXAS2 1
ABT1 1
ACAA1 1
ACACA 1
ACAD10 1
ACAP2 1
ACE2 1
ACHE 1
ACKR1 1
ACMSD 1
ACO1 1
ACO2 1
ACOT1 1
ACOT12 1
ACOT4 1
ACOT9 1
ACP1 1
ACSL5 1
ACTA1 1
ACTB 1
ACTG1 1
ACTL6A 1
ACTL7A 1
ACTR5 1
ACTRT1 1
ACTRT2 1
ACVR1B 1
ACVR1C 1
ACVRL1 1
ADAD1 1
ADAM19 1
ADAM2 1
ADAM23 1
ADAM30 1
ADAM32 1
ADAM7 1
ADAMTS1 1
ADAMTS16 1
ADAMTS17 1
ADAMTS2 1
ADAMTS20 1
ADAMTS3 1
ADAMTS7 1
ADAMTS9 1
ADAMTSL2 1
ADAMTSL3 1
ADAMTSL5 1
ADAP2 1
ADAT1 1
ADAT3 1
ADCK1 1
ADCK2 1
ADCK5 1
ADCYAP1 1
ADGRA3 1
ADGRB3 1
ADGRE2 1
ADGRF3 1
ADGRF5 1
ADGRL3 1
ADGRL4 1
ADHFE1 1
ADIRF 1
ADM 1
ADM5 1
ADPRH 1
ADPRM 1
ADPRS 1
ADRA1D 1
ADRA2B 1
ADSS2 1
AFF4 1
AFG1L 1
AFG3L2 1
AFM 1
AFMID 1
AGBL1 1
AGBL5 1
AGK 1
AGL 1
AGMAT 1
AGO1 1
AGO2 1
AGPAT2 1
AGPAT4 1
AGPS 1
AGR3 1
AGT 1
AGTR2 1
AGXT2 1
AHCYL2 1
AHDC1 1
AHI1 1
AHRR 1
AHSG 1
AICDA 1
AIP 1
AJM1 1
AK3 1
AKAIN1 1
AKAP4 1
AKR1B1 1
AKR1D1 1
AKR1E2 1
ALAD 1
ALAS1 1
ALB 1
ALCAM 1
ALDH1L1 1
ALDH3B2 1
ALDH6A1 1
ALDOA 1
ALG11 1
ALG1L 1
ALG2 1
ALG3 1
ALKBH1 1
ALKBH3 1
ALKBH7 1
ALMS1 1
ALOX12B 1
ALPK1 1
ALS2CL 1
ALX1 1
AMBRA1 1
AMELX 1
AMH 1
AMIGO2 1
AMOT 1
AMOTL1 1
AMT 1
AMY2A 1
ANAPC1 1
ANAPC11 1
ANKAR 1
ANKDD1B 1
ANKFN1 1
ANKMY2 1
ANKRD16 1
ANKRD2 1
ANKRD24 1
ANKRD26 1
ANKRD30B 1
ANKRD34C 1
ANKRD61 1
ANKRD65 1
ANKRD9 1
ANO1 1
ANOS1 1
ANP32A 1
ANTKMT 1
ANXA2 1
ANXA2R 1
ANXA3 1
ANXA5 1
ANXA6 1
AOAH 1
AOC1 1
AOC2 1
AOX1 1
AP1S2 1
AP2A1 1
AP3B2 1
AP3D1 1
AP3M1 1
AP3M2 1
AP4M1 1
APBB1 1
APBB1IP 1
APLP1 1
APMAP 1
APOA1 1
APOA4 1
APOA5 1
APOC3 1
APOL5 1
APOL6 1
APOOL 1
AQP10 1
AQP12B 1
ARCN1 1
AREG 1
AREL1 1
ARF1 1
ARF4 1
ARF5 1
ARFGEF2 1
ARFRP1 1
ARG1 1
ARGLU1 1
ARHGAP12 1
ARHGAP17 1
ARHGAP18 1
ARHGAP19 1
ARHGAP21 1
ARHGAP24 1
ARHGAP25 1
ARHGAP26 1
ARHGAP30 1
ARHGAP35 1
ARHGAP39 1
ARHGAP8 1
ARHGDIG 1
ARHGEF12 1
ARHGEF33 1
ARHGEF4 1
ARID1B 1
ARID3B 1
ARID5B 1
ARIH1 1
ARL13B 1
ARL4A 1
ARL4D 1
ARL5A 1
ARL5C 1
ARL6IP5 1
ARMC7 1
ARMC8 1
ARMCX4 1
ARMCX6 1
ARMH1 1
ARNT 1
ARPC2 1
ARSJ 1
ART5 1
ASB11 1
ASB13 1
ASB15 1
ASB17 1
ASB18 1
ASB3 1
ASCC1 1
ASCL1 1
ASCL4 1
ASF1A 1
ASIC3 1
ASPG 1
ASS1 1
ASTL 1
ATAD3C 1
ATF3 1
ATF6B 1
ATF7IP 1
ATG14 1
ATG2A 1
ATG7 1
ATG9A 1
ATN1 1
ATOH1 1
ATP10D 1
ATP11C 1
ATP1A3 1
ATP2A1 1
ATP2A2 1
ATP2B1 1
ATP2B2 1
ATP2C2 1
ATP5F1A 1
ATP5F1B 1
ATP5MC1 1
ATP5PB 1
ATP5PF 1
ATP5PO 1
ATP6V0A1 1
ATP6V0D1 1
ATP6V0E1 1
ATP6V0E2 1
ATP6V1A 1
ATP6V1B1 1
ATP6V1G1 1
ATP8A2 1
ATP9B 1
ATPAF2 1
ATXN10 1
ATXN2L 1
ATXN3 1
ATXN7L1 1
AURKA 1
AVPR1B 1
AWAT2 1
AXIN2 1
AXL 1
AZGP1 1
AZU1 1
B3GALT5 1
B3GNT4 1
B3GNT5 1
B3GNTL1 1
B4GALNT4 1
B4GALT3 1
B4GALT4 1
B4GALT7 1
BACE2 1
BACH2 1
BAG3 1
BAIAP2L2 1
BANK1 1
BARHL1 1
BATF 1
BAX 1
BAZ1A 1
BBOF1 1
BBS9 1
BCAR1 1
BCAS3 1
BCKDHA 1
BCKDK 1
BCL11B 1
BCL6 1
BCL9L 1
BCOR 1
BCS1L 1
BDH1 1
BDH2 1
BEAN1 1
BEND7 1
BET1L 1
BEX2 1
BFAR 1
BHLHA9 1
BICDL1 1
BIN3 1
BLCAP 1
BMERB1 1
BMP1 1
BMP2 1
BMP4 1
BMP6 1
BMP7 1
BMS1 1
BOC 1
BOLA3 1
BOP1 1
BPIFB1 1
BPIFB3 1
BPIFC 1
BRAT1 1
BRCA2 1
BRD2 1
BRD7 1
BRD9 1
BRDT 1
BRF2 1
BROX 1
BSX 1
BTAF1 1
BTBD1 1
BTBD2 1
BTBD9 1
BTF3L4 1
BTG3 1
BTLA 1
BTN2A1 1
BTN3A3 1
BTRC 1
BUD23 1
BYSL 1
BZW2 1
C10orf88 1
C10orf99 1
C11orf21 1
C11orf45 1
C11orf52 1
C11orf71 1
C11orf86 1
C12orf4 1
C12orf50 1
C12orf57 1
C12orf71 1
C12orf73 1
C14orf119 1
C14orf93 1
C15orf61 1
C15orf65 1
C16orf89 1
C16orf91 1
C16orf96 1
C19orf53 1
C19orf71 1
C19orf73 1
C1orf100 1
C1orf112 1
C1orf131 1
C1orf159 1
C1orf198 1
C1orf21 1
C1QBP 1
C1QL2 1
C1QTNF2 1
C1QTNF7 1
C20orf144 1
C20orf173 1
C20orf85 1
C21orf62 1
C22orf15 1
C22orf31 1
C22orf39 1
C2CD4B 1
C2CD4D 1
C2orf15 1
C2orf49 1
C2orf72 1
C2orf73 1
C2orf78 1
C3AR1 1
C3orf33 1
C4orf33 1
C4orf45 1
C4orf46 1
C4orf51 1
C5orf51 1
C5orf52 1
C5orf63 1
C6orf163 1
C6orf226 1
C6orf62 1
C7orf57 1
C8A 1
C8orf48 1
C8orf88 1
C9orf116 1
C9orf64 1
C9orf78 1
CA11 1
CA2 1
CA8 1
CABIN1 1
CABLES2 1
CABS1 1
CACHD1 1
CACNA1F 1
CACNA1G 1
CACNA1S 1
CACNA2D1 1
CACNA2D3 1
CACNB1 1
CACNB4 1
CACNG5 1
CACNG7 1
CADM1 1
CALB2 1
CALCA 1
CALCRL 1
CALM1 1
CAMK1D 1
CAMK2D 1
CAMTA2 1
CAP1 1
CAPN1 1
CAPN14 1
CAPN5 1
CAPSL 1
CARD6 1
CARD9 1
CARS1 1
CASC3 1
CASKIN1 1
CASKIN2 1
CASP10 1
CASP3 1
CASS4 1
CASZ1 1
CATSPER3 1
CATSPER4 1
CATSPERD 1
CAV3 1
CAVIN1 1
CBL 1
CBLB 1
CBLC 1
CBLL1 1
CBY3 1
CC2D2A 1
CC2D2B 1
CCBE1 1
CCDC107 1
CCDC125 1
CCDC142 1
CCDC146 1
CCDC149 1
CCDC15 1
CCDC150 1
CCDC157 1
CCDC160 1
CCDC17 1
CCDC170 1
CCDC171 1
CCDC174 1
CCDC177 1
CCDC178 1
CCDC180 1
CCDC184 1
CCDC24 1
CCDC27 1
CCDC30 1
CCDC34 1
CCDC39 1
CCDC43 1
CCDC59 1
CCDC6 1
CCDC68 1
CCDC74B 1
CCDC83 1
CCDC85A 1
CCDC85C 1
CCDC88B 1
CCDC88C 1
CCDC91 1
CCK 1
CCKBR 1
CCL14 1
CCL2 1
CCL20 1
CCL7 1
CCM2 1
CCM2L 1
CCN2 1
CCN3 1
CCNA1 1
CCNA2 1
CCND2 1
CCNE2 1
CCNG2 1
CCNH 1
CCNI 1
CCNK 1
CCNP 1
CCNT2 1
CCNYL1 1
CCP110 1
CCR4 1
CCSAP 1
CCSER1 1
CCT4 1
CCT8 1
CCT8L2 1
CD163L1 1
CD164L2 1
CD180 1
CD200R1 1
CD200R1L 1
CD22 1
CD248 1
CD27 1
CD2AP 1
CD2BP2 1
CD3D 1
CD3E 1
CD48 1
CD69 1
CD7 1
CD81 1
CD82 1
CD86 1
CD99 1
CDA 1
CDC20B 1
CDC23 1
CDC25B 1
CDC40 1
CDC42BPB 1
CDC42EP3 1
CDC42EP5 1
CDC45 1
CDCA2 1
CDCA8 1
CDH10 1
CDH18 1
CDH19 1
CDH20 1
CDH22 1
CDH23 1
CDH26 1
CDH9 1
CDHR2 1
CDHR4 1
CDK2 1
CDK5R2 1
CDK5RAP2 1
CDK5RAP3 1
CDKN1C 1
CDKN2A 1
CDKN2AIP 1
CDNF 1
CDON 1
CDR1 1
CDS1 1
CDSN 1
CDX1 1
CEACAM16 1
CEACAM21 1
CEACAM4 1
CEACAM6 1
CEACAM8 1
CEBPB 1
CEBPE 1
CEBPZ 1
CELA1 1
CELF1 1
CELSR2 1
CENATAC 1
CENPO 1
CENPU 1
CEP104 1
CEP152 1
CEP170 1
CEP192 1
CEP350 1
CEP43 1
CEP55 1
CEP76 1
CEP85 1
CER1 1
CERS3 1
CERS5 1
CETP 1
CFAP100 1
CFAP221 1
CFAP299 1
CFAP44 1
CFAP58 1
CFAP69 1
CFAP91 1
CFAP92 1
CFAP97D1 1
CGGBP1 1
CH25H 1
CHCHD1 1
CHCHD3 1
CHCHD5 1
CHCHD7 1
CHD7 1
CHDH 1
CHKA 1
CHM 1
CHMP1B 1
CHMP3 1
CHMP4C 1
CHORDC1 1
CHP1 1
CHP2 1
CHPF2 1
CHRAC1 1
CHRD 1
CHRDL2 1
CHRNA2 1
CHRNB2 1
CHST2 1
CHST3 1
CHST8 1
CHSY1 1
CHSY3 1
CHURC1 1
CIAO2B 1
CIAPIN1 1
CIB1 1
CIB4 1
CIDEA 1
CIITA 1
CINP 1
CIP2A 1
CIT 1
CIZ1 1
CKAP2 1
CKS2 1
CLCC1 1
CLCN1 1
CLCN2 1
CLCN7 1
CLDN11 1
CLDN19 1
CLDN23 1
CLDN6 1
CLDN7 1
CLDN9 1
CLEC12A 1
CLEC3A 1
CLEC4A 1
CLEC4D 1
CLEC7A 1
CLIC1 1
CLIC4 1
CLIC5 1
CLIP3 1
CLK2 1
CLLU1-AS1 1
CLNK 1
CLPS 1
CLPTM1 1
CLPTM1L 1
CLRN3 1
CLSTN3 1
CLTB 1
CLU 1
CLUL1 1
CLVS1 1
CMC1 1
CMC4 1
CMPK2 1
CMSS1 1
CNBD1 1
CNGB3 1
CNIH3 1
CNKSR1 1
CNOT8 1
CNP 1
CNPY1 1
CNPY4 1
CNTF 1
CNTN3 1
COA5 1
COA6 1
COA7 1
COG1 1
COG2 1
COG4 1
COL12A1 1
COL13A1 1
COL14A1 1
COL17A1 1
COL20A1 1
COL23A1 1
COL27A1 1
COL5A3 1
COL6A1 1
COL6A2 1
COLCA2 1
COLEC10 1
COLGALT1 1
COLGALT2 1
COMMD4 1
COPA 1
COPS2 1
COPZ1 1
COQ10A 1
COQ3 1
COQ5 1
COQ6 1
COQ7 1
COQ8B 1
CORIN 1
CORO1A 1
COX10 1
COX11 1
COX14 1
COX15 1
COX16 1
COX17 1
COX18 1
COX19 1
COX20 1
COX4I1 1
COX5B 1
COX6B1 1
COX7A2 1
COX7A2L 1
COX7B2 1
COX8C 1
CPA3 1
CPE 1
CPEB2 1
CPEB3 1
CPLANE2 1
CPLX1 1
CPLX3 1
CPNE4 1
CPNE7 1
CPNE9 1
CPS1 1
CPSF4 1
CPVL 1
CRACR2A 1
CRACR2B 1
CRAMP1 1
CRB2 1
CRCP 1
CRCT1 1
CREB1 1
CREB3L2 1
CREB5 1
CREBL2 1
CREBRF 1
CRHBP 1
CRHR1 1
CRISP1 1
CRISP3 1
CRLF1 1
CRNN 1
CRP 1
CRTC2 1
CRTC3 1
CRY2 1
CRYAB 1
CRYBA2 1
CRYBA4 1
CRYBB1 1
CRYGD 1
CRYL1 1
CSDC2 1
CSF1R 1
CSGALNACT1 1
CSMD3 1
CSN3 1
CSNK1A1 1
CST9L 1
CSTF2T 1
CTAGE1 1
CTBP1 1
CTBS 1
CTCFL 1
CTHRC1 1
CTNNA3 1
CTNNBIP1 1
CTNND2 1
CTPS2 1
CTSA 1
CTSE 1
CTSK 1
CTSL 1
CTTN 1
CTXN2 1
CUBN 1
CUL7 1
CUL9 1
CUTA 1
CX3CR1 1
CXCL11 1
CXCL17 1
CXCL3 1
CXCL5 1
CXCL9 1
CXCR1 1
CXCR3 1
CYB5R3 1
CYB5R4 1
CYBC1 1
CYC1 1
CYGB 1
CYP2A13 1
CYP2A6 1
CYP2F1 1
CYP2S1 1
CYP39A1 1
CYP3A43 1
CYP3A5 1
CYP4B1 1
CYP4F2 1
CYP4F3 1
CYP4X1 1
CYP8B1 1
CYREN 1
CYSLTR1 1
DAB2IP 1
DAG1 1
DAGLA 1
DAO 1
DAP3 1
DAPK2 1
DARS2 1
DAZAP2 1
DBH 1
DBI 1
DBNL 1
DBP 1
DCAF11 1
DCAF12 1
DCAF12L1 1
DCAF15 1
DCAF17 1
DCAF4L2 1
DCAF6 1
DCAF8 1
DCANP1 1
DCDC2 1
DCHS1 1
DCHS2 1
DCN 1
DCSTAMP 1
DCTD 1
DCTN3 1
DCUN1D4 1
DCUN1D5 1
DCX 1
DDB2 1
DDHD2 1
DDIT4L 1
DDO 1
DDOST 1
DDR2 1
DDX11 1
DDX17 1
DDX18 1
DDX24 1
DDX39B 1
DDX4 1
DDX42 1
DDX47 1
DDX54 1
DDX58 1
DDX60 1
DECR1 1
DECR2 1
DEDD2 1
DEF6 1
DEFA5 1
DEFB1 1
DEFB108B 1
DEFB121 1
DEFB126 1
DEFB132 1
DEFB136 1
DENND10 1
DENND2A 1
DENND2B 1
DENND4C 1
DENND5B 1
DENND6A 1
DENND6B 1
DEPDC5 1
DEPP1 1
DERL2 1
DFFA 1
DGCR2 1
DGKI 1
DGLUCY 1
DHCR24 1
DHDH 1
DHRS2 1
DHRS7 1
DHTKD1 1
DHX15 1
DHX32 1
DHX34 1
DHX35 1
DHX37 1
DHX8 1
DIABLO 1
DIAPH1 1
DIAPH3 1
DIO1 1
DIO2 1
DIPK1C 1
DIRAS2 1
DIRAS3 1
DISP3 1
DLAT 1
DLG3 1
DLG4 1
DLGAP4 1
DLGAP5 1
DLX2 1
DLX6 1
DMAC2L 1
DMP1 1
DMRTB1 1
DMTN 1
DMXL2 1
DNAAF2 1
DNAH1 1
DNAJA4 1
DNAJB5 1
DNAJC1 1
DNAJC11 1
DNAJC14 1
DNAJC17 1
DNAJC19 1
DNAJC21 1
DNAJC25 1
DNAJC7 1
DNASE1 1
DNER 1
DNHD1 1
DNM1 1
DNM2 1
DOC2A 1
DOCK8 1
DOCK8-AS1 1
DOK2 1
DOK3 1
DOLPP1 1
DONSON 1
DOP1B 1
DOT1L 1
DPCD 1
DPH5 1
DPM3 1
DPP7 1
DPY19L2 1
DRAXIN 1
DRD1 1
DRG1 1
DROSHA 1
DSC2 1
DSC3 1
DSE 1
DSP 1
DSTYK 1
DTL 1
DTWD1 1
DTWD2 1
DTX1 1
DTX3L 1
DTYMK 1
DUOX2 1
DUS1L 1
DUSP26 1
DUSP29 1
DUT 1
DVL1 1
DVL2 1
DYM 1
DYNC2I2 1
DYNLL2 1
DYNLT1 1
DYRK3 1
DYRK4 1
DZIP1L 1
DZIP3 1
E2F6 1
EAF2 1
EAPP 1
EBF2 1
EBF3 1
EBF4 1
ECD 1
ECHDC2 1
ECM2 1
ECSIT 1
EDN1 1
EDN2 1
EDN3 1
EEF1A1 1
EEF1A2 1
EEF1AKMT2 1
EEF1AKMT4 1
EEF1B2 1
EEF2K 1
EFCAB13 1
EFCAB6 1
EFCC1 1
EFEMP1 1
EFHD1 1
EFL1 1
EFNB1 1
EGFL8 1
EGLN1 1
EHMT2 1
EID2B 1
EIF2AK1 1
EIF2B2 1
EIF2B5 1
EIF2S2 1
EIF2S3 1
EIF3A 1
EIF3D 1
EIF3E 1
EIF3F 1
EIF3G 1
EIF4A3 1
EIF4B 1
EIF4E 1
EIF4E3 1
EIF4EBP1 1
EIF4G1 1
EIF4G3 1
EIF5 1
ELAC2 1
ELANE 1
ELAVL4 1
ELF2 1
ELF5 1
ELFN1 1
ELFN2 1
ELK3 1
ELOA 1
ELOA2 1
ELOVL1 1
ELOVL6 1
EMILIN1 1
EML1 1
EML5 1
EMP1 1
EMP2 1
ENAH 1
ENAM 1
ENC1 1
ENDOV 1
ENOX1 1
ENPP7 1
ENTHD1 1
ENTPD1 1
ENTPD4 1
ENTPD6 1
EP300 1
EP400 1
EPAS1 1
EPB41 1
EPB41L1 1
EPB41L5 1
EPB42 1
EPGN 1
EPHA10 1
EPHA3 1
EPHA4 1
EPHA8 1
EPHB2 1
EPM2A 1
EPPIN 1
EPS15 1
EPYC 1
ERAL1 1
ERAS 1
ERCC2 1
ERCC3 1
ERCC6 1
ERICH3 1
ERICH5 1
ERN1 1
ERP27 1
ERP44 1
ESF1 1
ESPNL 1
ESR2 1
ESRRG 1
ETNPPL 1
ETS1 1
EVA1A 1
EVI2A 1
EVL 1
EVX1 1
EWSR1 1
EXO5 1
EXOC3L4 1
EXOC8 1
EXOSC1 1
EXOSC10 1
EXOSC5 1
EXOSC6 1
EXOSC8 1
EXTL3 1
EYA2 1
EYS 1
F13B 1
F2R 1
F2RL1 1
F3 1
F7 1
FABP3 1
FABP6 1
FABP7 1
FADD 1
FADS2 1
FAIM 1
FAM102A 1
FAM114A2 1
FAM118A 1
FAM118B 1
FAM120C 1
FAM131B 1
FAM133B 1
FAM151B 1
FAM153A 1
FAM161A 1
FAM162A 1
FAM163B 1
FAM167A 1
FAM169A 1
FAM170B 1
FAM171B 1
FAM180A 1
FAM186A 1
FAM189B 1
FAM193B 1
FAM210B 1
FAM218A 1
FAM219B 1
FAM221B 1
FAM222A 1
FAM241B 1
FAM24B 1
FAM25A 1
FAM43A 1
FAM43B 1
FAM53A 1
FAM53B 1
FAM71B 1
FAM71D 1
FAM71E1 1
FAM71F1 1
FAM78A 1
FAM83B 1
FAM83C 1
FAM83E 1
FAM89A 1
FAM91A1 1
FAM98B 1
FANCD2OS 1
FANCF 1
FAP 1
FAR1 1
FASN 1
FASTKD5 1
FAT4 1
FBF1 1
FBH1 1
FBN2 1
FBN3 1
FBP2 1
FBRSL1 1
FBXL14 1
FBXL15 1
FBXL17 1
FBXL20 1
FBXL4 1
FBXL5 1
FBXO11 1
FBXO16 1
FBXO21 1
FBXO25 1
FBXO28 1
FBXO3 1
FBXO34 1
FBXO36 1
FBXO39 1
FBXO40 1
FBXO42 1
FBXO5 1
FBXO6 1
FBXO8 1
FCER1A 1
FCF1 1
FCGR2B 1
FCN2 1
FCRL3 1
FCRL5 1
FCRLA 1
FCRLB 1
FCSK 1
FDFT1 1
FDPS 1
FEM1B 1
FEM1C 1
FERMT3 1
FEZ2 1
FEZF2 1
FGD2 1
FGF14 1
FGF17 1
FGF2 1
FGF3 1
FGF5 1
FGF7 1
FGFR1OP2 1
FGFRL1 1
FGGY 1
FH 1
FHIT 1
FKBP1A 1
FKBP2 1
FKBP7 1
FKBP8 1
FKBPL 1
FLRT3 1
FLT3LG 1
FLVCR1 1
FLVCR2 1
FLYWCH2 1
FMOD 1
FN3KRP 1
FNBP1 1
FNDC1 1
FNDC10 1
FNDC11 1
FNDC5 1
FNIP2 1
FOS 1
FOSL2 1
FOXB2 1
FOXD2 1
FOXE3 1
FOXF1 1
FOXG1 1
FOXH1 1
FOXI2 1
FOXK2 1
FOXL2 1
FOXO1 1
FOXO4 1
FOXP1 1
FOXR1 1
FOXS1 1
FPGS 1
FPGT 1
FPR1 1
FRAT1 1
FRAT2 1
FRG2C 1
FRMD3 1
FRMD4A 1
FSCB 1
FSCN2 1
FSCN3 1
FSD2 1
FSIP1 1
FTL 1
FUBP3 1
FUCA1 1
FUOM 1
FUT7 1
FXYD7 1
FZD7 1
FZD8 1
G2E3 1
G6PC2 1
GABPA 1
GABRA4 1
GABRP 1
GAD2 1
GADD45GIP1 1
GALK1 1
GALNT1 1
GALNT12 1
GALNT9 1
GALR2 1
GALR3 1
GAPVD1 1
GAR1 1
GAREM2 1
GARNL3 1
GAS2 1
GAS2L1 1
GAS7 1
GAS8 1
GASK1A 1
GATA2 1
GATA3 1
GATA4 1
GATA6 1
GATC 1
GBE1 1
GBP1 1
GCFC2 1
GCK 1
GCKR 1
GCSAM 1
GDF15 1
GDF2 1
GDNF 1
GDPD5 1
GEM 1
GEMIN5 1
GEN1 1
GFAP 1
GFY 1
GGA3 1
GGTLC2 1
GH1 1
GHRHR 1
GID8 1
GIMAP7 1
GIP 1
GIT2 1
GJB2 1
GJB6 1
GJC2 1
GJD2 1
GKN2 1
GLB1L2 1
GLCE 1
GLG1 1
GLI2 1
GLOD5 1
GLRX5 1
GLS2 1
GLT6D1 1
GLYATL1 1
GLYATL2 1
GLYATL3 1
GMEB1 1
GNA15 1
GNB1L 1
GNG12 1
GNGT1 1
GNPAT 1
GNRH1 1
GNRH2 1
GOLGA2 1
GOLPH3L 1
GOPC 1
GORAB 1
GP5 1
GPAT2 1
GPATCH2L 1
GPBP1L1 1
GPC1 1
GPHA2 1
GPI 1
GPN2 1
GPR119 1
GPR12 1
GPR141 1
GPR151 1
GPR156 1
GPR171 1
GPR182 1
GPR19 1
GPR21 1
GPR37L1 1
GPR50 1
GPR6 1
GPR62 1
GPR65 1
GPR75 1
GPRC5C 1
GPRC6A 1
GPSM1 1
GPSM3 1
GRHPR 1
GRID1 1
GRID2 1
GRIK1 1
GRIK2 1
GRIN2B 1
GRIN3A 1
GRIN3B 1
GRK2 1
GRM4 1
GRWD1 1
GRXCR2 1
GSAP 1
GSDMC 1
GSE1 1
GSK3A 1
GSPT1 1
GSR 1
GSS 1
GSTA3 1
GSTM2 1
GSTM3 1
GSTO2 1
GTF2A1 1
GTF2A2 1
GTF2F2 1
GTF2H5 1
GTF2IRD1 1
GTF3C1 1
GTF3C3 1
GTF3C4 1
GTPBP10 1
GTPBP8 1
GUCY1B1 1
GUCY2C 1
GUCY2F 1
GXYLT1 1
GXYLT2 1
GYG1 1
GYPA 1
GYS2 1
GZMB 1
GZMK 1
H1-5 1
H2AC1 1
H2AC4 1
H2AW 1
H2AZ1 1
H2BC1 1
H2BW1 1
H3C11 1
H3C13 1
H3C2 1
H3C7 1
H3C8 1
H4C13 1
H4C3 1
HACD1 1
HACD4 1
HAGH 1
HAO1 1
HAVCR1 1
HAVCR2 1
HBP1 1
HBS1L 1
HCCS 1
HCLS1 1
HCRTR1 1
HDAC4 1
HDAC7 1
HDHD2 1
HEATR3 1
HECA 1
HECW2 1
HEPACAM 1
HEPACAM2 1
HEPH 1
HERC3 1
HERC4 1
HERC5 1
HERC6 1
HEXIM1 1
HEYL 1
HHATL 1
HHIPL2 1
HIBCH 1
HIF1AN 1
HINT2 1
HIPK4 1
HIRIP3 1
HJV 1
HLA-DMA 1
HLA-DPB1 1
HLA-DQA2 1
HLA-DRA 1
HLA-E 1
HLA-G 1
HMBOX1 1
HMBS 1
HMCES 1
HMCN1 1
HMGB2 1
HMGB3 1
HMGCS2 1
HMGN5 1
HMGXB4 1
HMOX2 1
HMSD 1
HNRNPA0 1
HNRNPA1 1
HNRNPC 1
HNRNPH1 1
HNRNPL 1
HNRNPR 1
HOMEZ 1
HOOK2 1
HOOK3 1
HOPX 1
HOXA2 1
HOXA4 1
HOXB2 1
HOXB3 1
HOXB5 1
HOXB6 1
HOXB7 1
HOXC13 1
HOXC4 1
HOXD1 1
HPS1 1
HPSE 1
HPSE2 1
HR 1
HS1BP3 1
HS3ST1 1
HS3ST2 1
HSD17B12 1
HSD17B4 1
HSD3B7 1
HSDL1 1
HSDL2 1
HSP90B1 1
HSPA14 1
HSPA1L 1
HSPA5 1
HSPA6 1
HSPA8 1
HSPB2 1
HSPB8 1
HSPBAP1 1
HTR3E 1
HTRA1 1
HYAL1 1
HYPK 1
IARS1 1
IARS2 1
ICAM4 1
ICMT 1
ID2 1
IDH3A 1
IDS 1
IER3IP1 1
IFI27L1 1
IFI44 1
IFI6 1
IFIT1B 1
IFIT2 1
IFIT3 1
IFITM2 1
IFNA10 1
IFNA14 1
IFNA2 1
IFNA4 1
IFNL1 1
IFNLR1 1
IFNW1 1
IFT122 1
IFT74 1
IFT80 1
IGDCC3 1
IGDCC4 1
IGF2BP2 1
IGFBP3 1
IGFBPL1 1
IGFL1 1
IGFL3 1
IGFL4 1
IGFLR1 1
IGLON5 1
IGSF1 1
IGSF11 1
IGSF5 1
IHO1 1
IL12A 1
IL13 1
IL15 1
IL17A 1
IL17D 1
IL17RA 1
IL17RC 1
IL1RAPL1 1
IL22 1
IL25 1
IL27 1
IL32 1
IL36A 1
IL37 1
IL4 1
ILDR2 1
ILF2 1
ILK 1
IMMP2L 1
INCENP 1
ING1 1
ING4 1
INHBC 1
INPP4A 1
INPP4B 1
INPP5A 1
INSL3 1
INSL4 1
INSM1 1
INSYN2A 1
INTS1 1
INTS6 1
INTS6L 1
IPMK 1
IPP 1
IQCB1 1
IQCC 1
IQCF2 1
IQCK 1
IQGAP1 1
IQSEC2 1
IRAG1 1
IRF2 1
IRF7 1
IRS1 1
ISCA1 1
ISG20 1
ISL2 1
ISLR2 1
ISM1 1
ISOC1 1
ITGA1 1
ITGA2 1
ITGA4 1
ITGA6 1
ITGA7 1
ITGAM 1
ITGB7 1
ITGB8 1
ITK 1
ITPKC 1
ITPRID1 1
ITPRID2 1
ITSN1 1
IVL 1
IYD 1
IZUMO2 1
IZUMO3 1
IZUMO4 1
JADE1 1
JAGN1 1
JAKMIP1 1
JAKMIP2 1
JAKMIP3 1
JAM2 1
JCAD 1
JHY 1
JKAMP 1
JMJD6 1
JMJD8 1
JPT1 1
KALRN 1
KANSL2 1
KARS1 1
KAT6A 1
KAT7 1
KATNA1 1
KATNBL1 1
KBTBD6 1
KCMF1 1
KCNAB1 1
KCNAB2 1
KCNAB3 1
KCNB1 1
KCNB2 1
KCNC4 1
KCND2 1
KCND3 1
KCNE2 1
KCNE4 1
KCNF1 1
KCNG1 1
KCNH4 1
KCNH7 1
KCNIP1 1
KCNJ11 1
KCNJ5 1
KCNJ8 1
KCNK13 1
KCNK18 1
KCNK4 1
KCNK6 1
KCNMB3 1
KCTD4 1
KCTD8 1
KDM3B 1
KDM4A 1
KDM4D 1
KDM5C 1
KDM6B 1
KHDC1L 1
KHK 1
KIAA0232 1
KIAA0319 1
KIAA0513 1
KIAA1549 1
KIAA1958 1
KIF13A 1
KIF16B 1
KIF25 1
KIF5B 1
KIN 1
KIR2DL4 1
KIRREL3 1
KIT 1
KL 1
KLC1 1
KLF4 1
KLHDC2 1
KLHDC3 1
KLHDC4 1
KLHL12 1
KLHL14 1
KLHL3 1
KLHL30 1
KLHL38 1
KLHL40 1
KLHL41 1
KLHL8 1
KLHL9 1
KLK2 1
KLK6 1
KLK9 1
KLRB1 1
KLRC3 1
KMO 1
KMT2D 1
KNG1 1
KRBOX5 1
KRIT1 1
KRT1 1
KRT10-AS1 1
KRT13 1
KRT14 1
KRT15 1
KRT16 1
KRT19 1
KRT25 1
KRT3 1
KRT36 1
KRT38 1
KRT73 1
KRT76 1
KRT79 1
KRT8 1
KRT80 1
KRTAP11-1 1
KRTAP12-1 1
KRTAP13-2 1
KRTAP13-3 1
KRTAP15-1 1
KRTAP19-1 1
KRTAP19-4 1
KRTAP19-7 1
KRTAP19-8 1
KRTAP20-2 1
KRTAP21-3 1
KRTAP23-1 1
KRTAP25-1 1
KRTAP27-1 1
KRTAP3-3 1
KRTAP4-11 1
KRTAP5-1 1
KRTAP5-3 1
KRTAP5-5 1
KRTAP6-1 1
KRTDAP 1
KY 1
KYAT3 1
L3MBTL3 1
LAD1 1
LALBA 1
LAMA3 1
LAMB2 1
LAMP5 1
LAMTOR1 1
LAMTOR3 1
LANCL2 1
LAPTM4A 1
LAPTM5 1
LARGE1 1
LARGE2 1
LARS1 1
LASP1 1
LATS2 1
LBP 1
LCE2A 1
LCE4A 1
LCE5A 1
LCE6A 1
LCLAT1 1
LCN1 1
LCN12 1
LCN6 1
LCN8 1
LCN9 1
LCORL 1
LDB1 1
LDHA 1
LDHAL6B 1
LDLRAD1 1
LDLRAD3 1
LDLRAD4 1
LEF1 1
LEFTY2 1
LEMD2 1
LENG8 1
LEPROTL1 1
LFNG 1
LGALS14 1
LGALS3 1
LGI2 1
LGI3 1
LGI4 1
LGR4 1
LHFPL2 1
LHX8 1
LIM2 1
LIMD1 1
LIN28B 1
LIN37 1
LINC02898 1
LINGO1 1
LIPE 1
LIPM 1
LMF1 1
LMNA 1
LMNB2 1
LMNTD1 1
LNPK 1
LNX1 1
LOXHD1 1
LOXL1 1
LOXL2 1
LPAR5 1
LPCAT2 1
LPGAT1 1
LRAT 1
LRATD1 1
LRCH4 1
LRFN2 1
LRFN3 1
LRIT3 1
LRP2BP 1
LRP5L 1
LRP8 1
LRPPRC 1
LRRC1 1
LRRC2 1
LRRC26 1
LRRC41 1
LRRC42 1
LRRC43 1
LRRC52 1
LRRC66 1
LRRC74A 1
LRRC8A 1
LRRN3 1
LRSAM1 1
LRTM1 1
LSM12 1
LSM14A 1
LSM14B 1
LSM4 1
LSM8 1
LSP1 1
LST1 1
LTA4H 1
LTBP2 1
LUC7L3 1
LUZP2 1
LVRN 1
LY6G5C 1
LY6G6D 1
LY75 1
LY86 1
LYN 1
LYPD1 1
LYPLA1 1
LYRM2 1
LYRM7 1
LYZL4 1
LYZL6 1
LZIC 1
LZTS1 1
LZTS3 1
MAB21L4 1
MACF1 1
MACO1 1
MAD1L1 1
MAD2L1 1
MADCAM1 1
MAEA 1
MAF1 1
MAFB 1
MAGEB16 1
MAGEB2 1
MAGEB5 1
MAGEC3 1
MAGEE2 1
MAL 1
MALL 1
MALSU1 1
MAML1 1
MAML2 1
MAMLD1 1
MAN1A1 1
MAN2A2 1
MANBA 1
MANEAL 1
MANSC1 1
MAP10 1
MAP2K1 1
MAP2K5 1
MAP3K10 1
MAP3K13 1
MAP3K5 1
MAP3K7CL 1
MAP3K8 1
MAP6 1
MAP9 1
MAPK15 1
MAPK9 1
MAPKAPK2 1
MAPKBP1 1
MAPRE1 1
MARCKS 1
MAS1 1
MAT2B 1
MATN4 1
MAX 1
MB 1
MBD2 1
MBD4 1
MBD5 1
MBNL3 1
MBOAT2 1
MBP 1
MBTPS1 1
MBTPS2 1
MCCC1 1
MCHR1 1
MCHR2 1
MCM9 1
MCMBP 1
MCOLN1 1
MCUB 1
MCUR1 1
MDFIC 1
MDGA1 1
MDM2 1
MEAF6 1
MED1 1
MED10 1
MED18 1
MED19 1
MED25 1
MED28 1
MED9 1
MEF2A 1
MEGF6 1
MEGF8 1
MEI1 1
MEI4 1
MEIS3 1
MEP1A 1
MEP1B 1
MEPE 1
METTL26 1
METTL5 1
MFAP3 1
MFSD11 1
MFSD13A 1
MFSD2B 1
MFSD4B 1
MFSD5 1
MFSD6 1
MFSD8 1
MFSD9 1
MGARP 1
MGAT4B 1
MGAT4C 1
MGAT4D 1
MGP 1
MGST2 1
MGST3 1
MIA2 1
MICAL2 1
MICU1 1
MICU2 1
MICU3 1
MID1 1
MIEF1 1
MIEF2 1
MINDY3 1
MINPP1 1
MITF 1
MLC1 1
MLF1 1
MLH3 1
MLLT10 1
MLLT6 1
MLN 1
MMD 1
MMD2 1
MMP2 1
MMP21 1
MMP23B 1
MMP24 1
MMP28 1
MOB2 1
MOG 1
MOK 1
MON1A 1
MORC3 1
MORC4 1
MORN5 1
MOS 1
MPC1 1
MPC2 1
MPEG1 1
MPIG6B 1
MPP2 1
MPP7 1
MPPED1 1
MPRIP 1
MPZL3 1
MR1 1
MRAP2 1
MREG 1
MRFAP1L1 1
MRGPRD 1
MRGPRE 1
MRNIP 1
MROH1 1
MROH2B 1
MRPL1 1
MRPL13 1
MRPL17 1
MRPL2 1
MRPL20 1
MRPL24 1
MRPL27 1
MRPL30 1
MRPL33 1
MRPL34 1
MRPL39 1
MRPL4 1
MRPL40 1
MRPL41 1
MRPL42 1
MRPL47 1
MRPL52 1
MRPS11 1
MRPS12 1
MRPS14 1
MRPS15 1
MRPS16 1
MRPS18B 1
MRPS23 1
MRPS25 1
MRPS26 1
MRPS30 1
MRPS34 1
MRPS5 1
MS4A8 1
MSH5 1
MSI1 1
MSLN 1
MSMB 1
MSMO1 1
MSS51 1
MTCL1 1
MTCP1 1
MTERF2 1
MTG1 1
MTG2 1
MTHFSD 1
MTIF2 1
MTMR12 1
MTNR1B 1
MTRES1 1
MTRF1 1
MTRR 1
MTSS1 1
MTX2 1
MUC17 1
MUC20 1
MUC4 1
MUCL3 1
MUL1 1
MVP 1
MX1 1
MX2 1
MYBBP1A 1
MYBL2 1
MYBPHL 1
MYEOV 1
MYF5 1
MYF6 1
MYH15 1
MYH2 1
MYH4 1
MYH6 1
MYH7 1
MYL1 1
MYL10 1
MYL2 1
MYL3 1
MYL9 1
MYLK 1
MYMK 1
MYO16 1
MYO18A 1
MYO1B 1
MYO3A 1
MYO9A 1
MYOT 1
MYPOP 1
MYSM1 1
NAA35 1
NAA40 1
NAA80 1
NAAA 1
NABP1 1
NADK2 1
NAE1 1
NAGLU 1
NAGPA 1
NAGS 1
NAMPT 1
NAPEPLD 1
NASP 1
NAT8L 1
NAT9 1
NAXE 1
NBN 1
NBPF3 1
NCALD 1
NCAM2 1
NCAN 1
NCAPD2 1
NCAPH 1
NCAPH2 1
NCF1 1
NCKAP1 1
NCKAP5 1
NCKAP5L 1
NCOA6 1
NCR2 1
NDOR1 1
NDP 1
NDRG1 1
NDRG4 1
NDST3 1
NDST4 1
NDUFA10 1
NDUFA11 1
NDUFA13 1
NDUFA2 1
NDUFA3 1
NDUFA5 1
NDUFA6 1
NDUFA7 1
NDUFA8 1
NDUFAF3 1
NDUFAF6 1
NDUFB11 1
NDUFB4 1
NDUFB7 1
NDUFB8 1
NDUFS3 1
NEBL 1
NECAB1 1
NECAB2 1
NECAB3 1
NECAP1 1
NEDD1 1
NEK2 1
NELFA 1
NELFE 1
NELL1 1
NENF 1
NEO1 1
NETO2 1
NEU1 1
NEU2 1
NEURL1B 1
NEUROG3 1
NFAM1 1
NFASC 1
NFATC2 1
NFATC2IP 1
NFIA 1
NFIL3 1
NFKB2 1
NFKBIA 1
NFX1 1
NGFR 1
NHLRC1 1
NHLRC4 1
NHP2 1
NIBAN1 1
NIBAN3 1
NINJ2 1
NIP7 1
NIPA1 1
NISCH 1
NIT1 1
NKAPL 1
NKX2-1 1
NKX2-3 1
NKX2-4 1
NKX2-5 1
NLRP4 1
NLRP9 1
NMB 1
NME5 1
NME6 1
NMNAT1 1
NMS 1
NOB1 1
NOC4L 1
NOCT 1
NODAL 1
NOL10 1
NOL4 1
NOL4L 1
NOL6 1
NOMO2 1
NONO 1
NOP2 1
NOP56 1
NOP9 1
NOPCHAP1 1
NOTCH3 1
NOVA2 1
NOX1 1
NOX4 1
NOXA1 1
NOXRED1 1
NPAP1 1
NPC1L1 1
NPHP3 1
NPHP4 1
NPR3 1
NPY5R 1
NQO2 1
NR0B1 1
NR1H4 1
NR3C1 1
NR4A2 1
NRBP2 1
NRF1 1
NRG4 1
NRN1L 1
NRP1 1
NRSN2 1
NRXN3 1
NSA2 1
NSG2 1
NSRP1 1
NSUN6 1
NT5C1B 1
NTM 1
NTRK1 1
NTRK2 1
NUB1 1
NUBP2 1
NUDT1 1
NUDT10 1
NUDT15 1
NUDT2 1
NUDT9 1
NUFIP1 1
NUGGC 1
NUMA1 1
NUMB 1
NUMBL 1
NUP155 1
NUP210L 1
NUP214 1
NUP54 1
NUP88 1
NUP93 1
NUPR1 1
NUPR2 1
NUTM1 1
NYNRIN 1
OAS3 1
OCA2 1
OCSTAMP 1
ODAD1 1
ODAD2 1
ODAPH 1
ODF3 1
OGDH 1
OGFR 1
OLA1 1
OLIG2 1
ONECUT1 1
OOEP 1
OPN5 1
OPRK1 1
OPRPN 1
OPTN 1
ORAI3 1
OSBPL1A 1
OSBPL2 1
OSBPL3 1
OSBPL6 1
OSBPL8 1
OSCAR 1
OSMR 1
OSR1 1
OSTM1 1
OTOA 1
OTOL1 1
OTOS 1
OTUD4 1
OTUD5 1
OTUD7A 1
OTUD7B 1
OTX2 1
OVOL2 1
OXR1 1
P2RY14 1
PABPC4 1
PABPN1L 1
PACS1 1
PADI3 1
PAF1 1
PAFAH1B3 1
PAGE4 1
PAGR1 1
PAIP1 1
PAIP2 1
PAK1 1
PAK3 1
PAK5 1
PAM 1
PAM16 1
PANK1 1
PAQR3 1
PARL 1
PARM1 1
PARN 1
PARP14 1
PARP15 1
PARP3 1
PASD1 1
PATE3 1
PATL2 1
PAX1 1
PAX2 1
PAX9 1
PAXBP1 1
PBK 1
PBX3 1
PCBD1 1
PCBP1 1
PCCB 1
PCDH1 1
PCDH15 1
PCDH18 1
PCDH20 1
PCDH7 1
PCDHA3 1
PCDHB14 1
PCDHB2 1
PCDHGA2 1
PCDHGA5 1
PCDHGC3 1
PCF11 1
PCGF3 1
PCGF5 1
PCGF6 1
PCID2 1
PCIF1 1
PCMTD2 1
PCNT 1
PCSK1 1
PCSK7 1
PCTP 1
PDCD10 1
PDCD11 1
PDCD1LG2 1
PDCD6 1
PDCL2 1
PDE4A 1
PDE6G 1
PDE8A 1
PDHA1 1
PDHX 1
PDK2 1
PDK4 1
PDLIM7 1
PDPN 1
PDPR 1
PDRG1 1
PDSS1 1
PDZK1 1
PDZRN4 1
PEAK3 1
PEBP4 1
PEDS1 1
PEG3 1
PELO 1
PENK 1
PER1 1
PET117 1
PEX1 1
PEX10 1
PEX11G 1
PEX12 1
PEX16 1
PEX2 1
PEX5 1
PEX7 1
PFDN4 1
PFDN5 1
PFDN6 1
PFKFB1 1
PFKL 1
PFKM 1
PFKP 1
PFN3 1
PGAP3 1
PGBD4 1
PGLYRP3 1
PGP 1
PHACTR3 1
PHAF1 1
PHB2 1
PHETA2 1
PHF11 1
PHF13 1
PHF20 1
PHF6 1
PHF7 1
PHGDH 1
PHKG1 1
PHYH 1
PHYHIPL 1
PI16 1
PI3 1
PI4K2B 1
PID1 1
PIGM 1
PIGS 1
PIGT 1
PIGV 1
PIGW 1
PIGY 1
PIH1D2 1
PIK3C2A 1
PIK3C2B 1
PIK3CB 1
PIK3CG 1
PIK3IP1 1
PIK3R2 1
PIKFYVE 1
PIM2 1
PINX1 1
PIP4K2C 1
PIP4P1 1
PITPNM3 1
PJA1 1
PKD1 1
PKHD1L1 1
PKIG 1
PKMYT1 1
PKNOX2 1
PKP1 1
PLA2G4A 1
PLA2G4B 1
PLA2G4E 1
PLA2G5 1
PLA2G7 1
PLA2R1 1
PLAAT4 1
PLAAT5 1
PLAC8 1
PLAC9 1
PLAT 1
PLCB4 1
PLCZ1 1
PLD1 1
PLEKHA8 1
PLEKHB2 1
PLEKHF2 1
PLEKHG4B 1
PLIN3 1
PLK1 1
PLK5 1
PLOD3 1
PLPBP 1
PLPP1 1
PLPPR1 1
PLSCR2 1
PLXDC1 1
PLXND1 1
PMCH 1
PMEPA1 1
PMFBP1 1
PML 1
PMS1 1
PNISR 1
PNKP 1
PNLIPRP3 1
PNMA2 1
PNMA8A 1
PNPLA2 1
PNPT1 1
PODXL2 1
POF1B 1
POGZ 1
POLK 1
POLL 1
POLR1B 1
POLR1E 1
POLR1H 1
POLR2C 1
POLR2D 1
POLR2L 1
POLR3B 1
POMGNT1 1
POMK 1
PON1 1
PON3 1
POP4 1
POU1F1 1
POU3F2 1
POU4F3 1
POU5F1 1
POU5F2 1
POU6F1 1
PP2D1 1
PPA1 1
PPA2 1
PPARD 1
PPCDC 1
PPDPFL 1
PPEF1 1
PPEF2 1
PPIC 1
PPID 1
PPIH 1
PPIL2 1
PPIL3 1
PPL 1
PPM1A 1
PPM1E 1
PPM1G 1
PPM1L 1
PPP1CA 1
PPP1CC 1
PPP1R14C 1
PPP1R17 1
PPP1R1C 1
PPP1R21 1
PPP1R26 1
PPP1R3F 1
PPP2CB 1
PPP2R1B 1
PPP2R2A 1
PPP2R3B 1
PPP2R3C 1
PPP3CA 1
PPP3R1 1
PPP3R2 1
PPRC1 1
PPT2 1
PPY 1
PRAF2 1
PRAM1 1
PRAMEF18 1
PRAP1 1
PRDM11 1
PRDM12 1
PRDM2 1
PRDX4 1
PRELID1 1
PREX1 1
PRF1 1
PRICKLE1 1
PRIM1 1
PRIMA1 1
PRKAB2 1
PRKAR2B 1
PRKCE 1
PRKCG 1
PRKCI 1
PRKCSH 1
PRKG1 1
PRMT2 1
PROCR 1
PROK2 1
PROKR1 1
PROKR2 1
PROM2 1
PROP1 1
PROS1 1
PROSER1 1
PROX2 1
PRPF19 1
PRPF4 1
PRPS1 1
PRPS2 1
PRR15 1
PRR22 1
PRR23A 1
PRR27 1
PRR32 1
PRR4 1
PRRC2B 1
PRRC2C 1
PRRG1 1
PRRG4 1
PRRT3 1
PRSS42P 1
PRSS45P 1
PRSS48 1
PRTFDC1 1
PSD 1
PSD4 1
PSENEN 1
PSG3 1
PSG4 1
PSKH1 1
PSMA3 1
PSMB11 1
PSMB9 1
PSMC5 1
PSMD11 1
PSMD6 1
PSME3 1
PSPH 1
PTBP2 1
PTCD3 1
PTDSS1 1
PTEN 1
PTF1A 1
PTGDR2 1
PTGER2 1
PTGES3L 1
PTGFR 1
PTGS2 1
PTH 1
PTK2B 1
PTK7 1
PTMA 1
PTP4A1 1
PTP4A2 1
PTPMT1 1
PTPN14 1
PTPN18 1
PTPN4 1
PTPN9 1
PTPRM 1
PTPRT 1
PTRH2 1
PTRHD1 1
PTTG1 1
PUM2 1
PURA 1
PUS3 1
PWWP2B 1
PXDC1 1
PXDNL 1
PXYLP1 1
PYCR3 1
PYGB 1
PYM1 1
PZP 1
QRFP 1
QRICH1 1
QSOX2 1
QTRT1 1
RAB11A 1
RAB11FIP2 1
RAB15 1
RAB21 1
RAB24 1
RAB25 1
RAB26 1
RAB27A 1
RAB28 1
RAB29 1
RAB2A 1
RAB31 1
RAB37 1
RAB39B 1
RAB40C 1
RAB4A 1
RAB4B 1
RAB6A 1
RAB6B 1
RABEP2 1
RABGAP1 1
RABL6 1
RAC3 1
RACK1 1
RAD23B 1
RAD51D 1
RAET1E 1
RAG1 1
RAG2 1
RAI1 1
RAI14 1
RALGAPA2 1
RALGPS1 1
RAMAC 1
RANBP17 1
RANBP6 1
RAP1B 1
RAP1GAP 1
RAP2A 1
RAP2B 1
RAP2C 1
RAPGEF1 1
RAPGEF4 1
RARS1 1
RARS2 1
RASGEF1A 1
RASGEF1B 1
RASGEF1C 1
RASL11A 1
RASL12 1
RASSF4 1
RASSF6 1
RAVER1 1
RBFA 1
RBFOX2 1
RBKS 1
RBL1 1
RBM15 1
RBM34 1
RBM41 1
RBMXL3 1
RBP2 1
RBPMS 1
RCBTB1 1
RCC1 1
RCL1 1
RCN1 1
RCN3 1
RD3 1
RDH10 1
RDH12 1
RDH13 1
RECQL5 1
REEP3 1
RELN 1
REM2 1
REN 1
REPS1 1
RETNLB 1
REV3L 1
RFC1 1
RFC2 1
RFC4 1
RFNG 1
RFX1 1
RFX4 1
RFX5 1
RGMB 1
RGN 1
RGP1 1
RGS10 1
RGS11 1
RGS14 1
RGS19 1
RGS20 1
RGS5 1
RGS6 1
RGS9 1
RHBDD1 1
RHCE 1
RHD 1
RHOBTB3 1
RHOC 1
RHOQ 1
RHPN1 1
RIC3 1
RIMS1 1
RIN1 1
RING1 1
RIOK2 1
RIOX2 1
RIPK1 1
RIPPLY1 1
RIT1 1
RLF 1
RLN1 1
RMC1 1
RMDN1 1
RMND1 1
RNASE2 1
RNASE3 1
RNASE6 1
RNASE8 1
RNASE9 1
RNF138 1
RNF139 1
RNF144A 1
RNF149 1
RNF150 1
RNF152 1
RNF157 1
RNF168 1
RNF19A 1
RNF19B 1
RNF20 1
RNF208 1
RNF224 1
RNF25 1
RNF4 1
RNFT1 1
RNFT2 1
RNPC3 1
ROBO1 1
ROBO4 1
ROCK2 1
ROM1 1
ROMO1 1
ROR1 1
RORB 1
RP1L1 1
RPA3 1
RPAIN 1
RPAP1 1
RPEL1 1
RPF1 1
RPF2 1
RPGRIP1 1
RPH3AL 1
RPL13 1
RPL15 1
RPL21 1
RPL22L1 1
RPL27A 1
RPL3 1
RPL30 1
RPL36A 1
RPL36AL 1
RPL5 1
RPL8 1
RPLP0 1
RPLP2 1
RPP40 1
RPRD1A 1
RPS13 1
RPS16 1
RPS19BP1 1
RPS21 1
RPS23 1
RPS24 1
RPS27L 1
RPS5 1
RPS6KA6 1
RPS6KB2 1
RPS6KL1 1
RPS9 1
RPTN 1
RPTOR 1
RPUSD1 1
RPUSD3 1
RRAGA 1
RRAGC 1
RRAGD 1
RRM1 1
RRN3 1
RRP1 1
RRP15 1
RRP1B 1
RRP36 1
RRP8 1
RSF1 1
RSPO2 1
RTKN2 1
RTL9 1
RTN2 1
RTN3 1
RTN4RL1 1
RTP3 1
RTP5 1
RUFY3 1
RUNX1T1 1
RUSC1 1
RUVBL2 1
RXFP3 1
RXFP4 1
RXRG 1
RYR3 1
S100A1 1
S100A16 1
S100A2 1
S100A6 1
S100A9 1
S1PR2 1
SALL2 1
SALL4 1
SAMD15 1
SAMSN1 1
SAP130 1
SAP18 1
SAP30BP 1
SAP30L 1
SAPCD1 1
SAR1A 1
SARAF 1
SARNP 1
SARS2 1
SAT2 1
SAV1 1
SBNO1 1
SBNO2 1
SCAMP2 1
SCD 1
SCFD2 1
SCG5 1
SCGB1D2 1
SCGB2A1 1
SCGB3A2 1
SCHIP1 1
SCLT1 1
SCMH1 1
SCML1 1
SCML2 1
SCN11A 1
SCN1A 1
SCN3A 1
SCN5A 1
SCNM1 1
SCNN1A 1
SCNN1B 1
SCNN1D 1
SCNN1G 1
SCOC 1
SCUBE1 1
SDC4 1
SDCBP2 1
SDE2 1
SDHD 1
SDK1 1
SEC13 1
SEC14L4 1
SEC16B 1
SEC23IP 1
SEC24A 1
SEC24D 1
SEC61B 1
SEL1L2 1
SELENOT 1
SEMA3A 1
SEMA5B 1
SEMA6B 1
SENP8 1
SEPHS1 1
SERAC1 1
SERF2 1
SERINC1 1
SERINC3 1
SERP1 1
SERP2 1
SERPINA1 1
SERPINA10 1
SERPINA11 1
SERPINB2 1
SERPINF1 1
SERPING1 1
SERPINI2 1
SESN1 1
SETD1A 1
SETD7 1
SETD9 1
SETMAR 1
SF1 1
SF3A1 1
SF3B1 1
SF3B4 1
SFR1 1
SFRP1 1
SFRP2 1
SFT2D1 1
SFTPA2 1
SFTPC 1
SFTPD 1
SFXN2 1
SGCD 1
SGCG 1
SGIP1 1
SGK3 1
SGPL1 1
SGPP1 1
SGSH 1
SGSM3 1
SH2B3 1
SH2D3C 1
SH2D4B 1
SH2D5 1
SH3BGRL3 1
SH3BP1 1
SH3BP4 1
SHANK1 1
SHCBP1 1
SHCBP1L 1
SHFL 1
SHISA2 1
SHISAL1 1
SHISAL2B 1
SHPRH 1
SHROOM1 1
SHTN1 1
SIAE 1
SIDT2 1
SIGLEC1 1
SIGLEC15 1
SIGLEC6 1
SIGLEC7 1
SIGLEC8 1
SIGLECL1 1
SIPA1L1 1
SIRT1 1
SIRT2 1
SIRT3 1
SIRT7 1
SIVA1 1
SIX1 1
SIX4 1
SKOR2 1
SLAMF9 1
SLBP 1
SLC10A5 1
SLC12A2 1
SLC12A4 1
SLC12A5 1
SLC12A6 1
SLC13A3 1
SLC15A2 1
SLC16A12 1
SLC16A14 1
SLC16A6 1
SLC17A3 1
SLC17A6 1
SLC18A1 1
SLC19A3 1
SLC1A2 1
SLC22A17 1
SLC22A18 1
SLC22A2 1
SLC22A3 1
SLC22A7 1
SLC22A8 1
SLC23A2 1
SLC24A4 1
SLC24A5 1
SLC25A16 1
SLC25A21 1
SLC25A22 1
SLC25A28 1
SLC25A34 1
SLC25A37 1
SLC25A41 1
SLC25A5 1
SLC25A53 1
SLC25A6 1
SLC26A7 1
SLC27A1 1
SLC29A3 1
SLC2A1 1
SLC2A13 1
SLC2A14 1
SLC2A5 1
SLC30A6 1
SLC32A1 1
SLC35A1 1
SLC35A3 1
SLC35E4 1
SLC35F2 1
SLC35G2 1
SLC38A11 1
SLC38A2 1
SLC38A8 1
SLC39A14 1
SLC39A2 1
SLC39A3 1
SLC39A7 1
SLC39A9 1
SLC3A2 1
SLC43A1 1
SLC44A1 1
SLC45A3 1
SLC46A3 1
SLC48A1 1
SLC4A1 1
SLC4A11 1
SLC4A1AP 1
SLC4A2 1
SLC4A5 1
SLC5A1 1
SLC5A10 1
SLC5A11 1
SLC5A12 1
SLC6A12 1
SLC6A14 1
SLC6A19 1
SLC6A20 1
SLC7A6OS 1
SLC8A3 1
SLC9A3 1
SLC9A7 1
SLC9A8 1
SLC9A9 1
SLCO4A1 1
SLCO6A1 1
SLFN12 1
SLIT2 1
SLIT3 1
SLK 1
SLX9 1
SMAD3 1
SMAP1 1
SMARCD1 1
SMARCE1 1
SMC4 1
SMCP 1
SMCR8 1
SMIM15 1
SMIM21 1
SMIM5 1
SMKR1 1
SMOC1 1
SMPDL3A 1
SMPDL3B 1
SMPX 1
SMTNL2 1
SNAI3 1
SNAPC1 1
SNAPC5 1
SNCA 1
SNED1 1
SNHG32 1
SNRNP35 1
SNRNP70 1
SNRPA1 1
SNRPB2 1
SNTG1 1
SNTG2 1
SNW1 1
SNX13 1
SNX18 1
SNX19 1
SNX2 1
SNX3 1
SNX5 1
SON 1
SORBS2 1
SORBS3 1
SORCS3 1
SOST 1
SOSTDC1 1
SOWAHB 1
SOX10 1
SOX13 1
SOX14 1
SOX17 1
SOX3 1
SOX6 1
SOX9 1
SP4 1
SP6 1
SP7 1
SP8 1
SPAG1 1
SPAG17 1
SPAG9 1
SPANXN3 1
SPARCL1 1
SPART 1
SPATA16 1
SPATA18 1
SPATA20 1
SPATA22 1
SPATA4 1
SPATA45 1
SPATA5 1
SPATA6L 1
SPCS1 1
SPDEF 1
SPDYA 1
SPDYE4 1
SPECC1 1
SPECC1L 1
SPEN 1
SPESP1 1
SPG11 1
SPINK1 1
SPINK6 1
SPINK7 1
SPINK8 1
SPINK9 1
SPINT4 1
SPO11 1
SPOCD1 1
SPOCK3 1
SPPL2A 1
SPRED2 1
SPRN 1
SPRR1A 1
SPRR2G 1
SPSB4 1
SPTAN1 1
SPTBN4 1
SPX 1
SRARP 1
SRC 1
SRCAP 1
SRD5A3 1
SREBF1 1
SRGN 1
SRI 1
SRMS 1
SRP14 1
SRP19 1
SRP54 1
SRP72 1
SRPK3 1
SRSF10 1
SRSF12 1
SRSF3 1
SRSF4 1
SRSF7 1
SS18L1 1
SSBP3 1
SSMEM1 1
SSR3 1
SSR4 1
SSRP1 1
SST 1
SSTR4 1
SSU72 1
SSX2IP 1
ST14 1
ST6GAL1 1
ST6GALNAC5 1
ST8SIA1 1
STAB1 1
STAM 1
STAMBP 1
STARD13 1
STARD7 1
STAU1 1
STBD1 1
STK10 1
STK25 1
STK33 1
STMN3 1
STMN4 1
STPG1 1
STRN3 1
STT3B 1
STUM 1
STX12 1
STX17 1
STX1A 1
STX3 1
STX5 1
STXBP5 1
SUCLG2 1
SUCO 1
SULF2 1
SULT1B1 1
SULT1E1 1
SUN5 1
SUPT4H1 1
SUPT6H 1
SUPT7L 1
SURF1 1
SURF2 1
SUSD2 1
SUZ12 1
SV2A 1
SV2B 1
SVIL 1
SWSAP1 1
SWT1 1
SYCE3 1
SYCP3 1
SYNDIG1 1
SYNDIG1L 1
SYNE2 1
SYNGR4 1
SYNJ2 1
SYNJ2BP 1
SYNPO2 1
SYNPO2L 1
SYT13 1
SYT3 1
SYT4 1
SYT7 1
SYT9 1
SZRD1 1
TAAR1 1
TAAR6 1
TAC3 1
TACC2 1
TADA1 1
TAF1 1
TAF11 1
TAF1A 1
TAF2 1
TAF3 1
TAF4 1
TAF5 1
TAF6 1
TAF6L 1
TAF9 1
TAF9B 1
TAFA4 1
TAGAP 1
TAGLN3 1
TAMM41 1
TANGO2 1
TANGO6 1
TARS2 1
TAS1R1 1
TAS1R3 1
TAS2R1 1
TAS2R10 1
TAS2R30 1
TAS2R39 1
TAS2R40 1
TAS2R41 1
TAS2R50 1
TAS2R7 1
TASOR 1
TATDN3 1
TBC1D10A 1
TBC1D10C 1
TBC1D16 1
TBC1D2B 1
TBC1D32 1
TBC1D8B 1
TBCD 1
TBX1 1
TBX10 1
TBX20 1
TBX21 1
TBX3 1
TBX4 1
TBX5 1
TBXA2R 1
TCEA3 1
TCERG1 1
TCF20 1
TCHH 1
TCHHL1 1
TCHP 1
TCIRG1 1
TCL1B 1
TCN1 1
TCP10L2 1
TCP11L2 1
TDGF1 1
TDP1 1
TDRD1 1
TEC 1
TECR 1
TEDC2 1
TEKT5 1
TENT4B 1
TENT5B 1
TESPA1 1
TET1 1
TET2 1
TEX2 1
TEX55 1
TF 1
TFAP2C 1
TFB1M 1
TFDP2 1
TFEC 1
TFG 1
TFR2 1
TGFA 1
TGFBR2 1
TGM5 1
TGM7 1
TGOLN2 1
THAP4 1
THAP6 1
THBS3 1
THEG 1
THG1L 1
THOC2 1
THOC3 1
THOC7 1
THRAP3 1
TIAM2 1
TIGD1 1
TIGD2 1
TIGD7 1
TIGIT 1
TIMM8B 1
TIMP2 1
TLCD2 1
TLCD4 1
TLCD5 1
TLDC2 1
TLE1 1
TLE2 1
TLE4 1
TLL2 1
TLN1 1
TLNRD1 1
TLR1 1
TLR2 1
TLR4 1
TM4SF19 1
TM6SF1 1
TM9SF3 1
TMC2 1
TMC6 1
TMCO1 1
TMED2 1
TMED5 1
TMEFF2 1
TMEM104 1
TMEM125 1
TMEM138 1
TMEM140 1
TMEM143 1
TMEM144 1
TMEM151B 1
TMEM156 1
TMEM158 1
TMEM160 1
TMEM164 1
TMEM167A 1
TMEM168 1
TMEM169 1
TMEM170A 1
TMEM176B 1
TMEM179 1
TMEM181 1
TMEM183A 1
TMEM184A 1
TMEM187 1
TMEM202 1
TMEM203 1
TMEM210 1
TMEM215 1
TMEM222 1
TMEM229B 1
TMEM233 1
TMEM236 1
TMEM238 1
TMEM240 1
TMEM244 1
TMEM251 1
TMEM258 1
TMEM266 1
TMEM273 1
TMEM30A 1
TMEM35A 1
TMEM44 1
TMEM45A 1
TMEM45B 1
TMEM47 1
TMEM50A 1
TMEM50B 1
TMEM52 1
TMEM60 1
TMEM61 1
TMEM64 1
TMEM65 1
TMEM86A 1
TMEM86B 1
TMEM91 1
TMF1 1
TMOD3 1
TMPRSS11B 1
TMPRSS13 1
TMPRSS2 1
TMPRSS3 1
TMPRSS4 1
TMUB1 1
TNFAIP2 1
TNFAIP6 1
TNFAIP8 1
TNFRSF10A 1
TNFRSF10B 1
TNFRSF10C 1
TNFRSF10D 1
TNFRSF11A 1
TNFRSF14 1
TNFRSF19 1
TNFRSF1A 1
TNFRSF8 1
TNKS1BP1 1
TNNC1 1
TNNC2 1
TNNI3K 1
TNPO3 1
TNRC6A 1
TNXB 1
TOM1 1
TOMM7 1
TOMM70 1
TONSL 1
TOP2B 1
TOPBP1 1
TOPORS 1
TOR1AIP1 1
TOR2A 1
TOX2 1
TP53TG5 1
TPBG 1
TPCN1 1
TPD52L1 1
TPD52L2 1
TPGS1 1
TPGS2 1
TPM2 1
TPRG1 1
TPSG1 1
TPT1 1
TPX2 1
TRABD 1
TRABD2A 1
TRAF3IP3 1
TRAF5 1
TRAF6 1
TRAF7 1
TRAPPC6A 1
TRDN 1
TREM1 1
TREM2 1
TREML2 1
TREML4 1
TRERF1 1
TREX1 1
TRIAP1 1
TRIM10 1
TRIM11 1
TRIM14 1
TRIM17 1
TRIM3 1
TRIM37 1
TRIM39 1
TRIM4 1
TRIM43 1
TRIM46 1
TRIM49B 1
TRIM50 1
TRIM55 1
TRIM60 1
TRIM61 1
TRIM77 1
TRIP11 1
TRIP4 1
TRIT1 1
TRMO 1
TRMT12 1
TRMT13 1
TRMT5 1
TRMT6 1
TRPC5 1
TRPS1 1
TRPV5 1
TSC1 1
TSC2 1
TSEN15 1
TSEN34 1
TSG101 1
TSGA10 1
TSLP 1
TSPAN14 1
TSPAN4 1
TSR2 1
TST 1
TTBK1 1
TTC21A 1
TTC21B 1
TTC23L 1
TTC27 1
TTC3 1
TTC37 1
TTC38 1
TTC7B 1
TTI1 1
TTK 1
TTLL4 1
TTYH1 1
TUBB3 1
TUBB4B 1
TUBB6 1
TUFM 1
TULP1 1
TULP2 1
TULP4 1
TUSC3 1
TUT4 1
TUT7 1
TWF1 1
TXLNA 1
TXN 1
TXN2 1
TXNL4A 1
TYW1 1
TYW5 1
UACA 1
UBA5 1
UBA52 1
UBALD2 1
UBASH3A 1
UBE2D1 1
UBE2E2 1
UBE2H 1
UBE2M 1
UBE2Q1 1
UBE2Z 1
UBE4A 1
UBL5 1
UBQLN1 1
UBQLN4 1
UBR4 1
UBR5 1
UBR7 1
UBTF 1
UBXN2B 1
UCHL3 1
UCN 1
UCN2 1
UFD1 1
UFL1 1
UGGT1 1
UGT1A10 1
UGT1A4 1
UGT1A9 1
UGT8 1
ULBP1 1
ULK1 1
UMOD 1
UNC119 1
UNC45A 1
UNC50 1
UNK 1
UPF2 1
UQCC1 1
UQCRC1 1
UQCRC2 1
UQCRFS1 1
UQCRQ 1
URB2 1
UROC1 1
USP12 1
USP18 1
USP30 1
USP31 1
USP33 1
USP38 1
USPL1 1
UTP23 1
UTP3 1
UTS2R 1
UXS1 1
VARS1 1
VASH1 1
VAT1 1
VCAM1 1
VDAC1 1
VDAC3 1
VEGFC 1
VGLL2 1
VIP 1
VN1R4 1
VPS13A 1
VPS25 1
VPS26A 1
VPS35 1
VPS37B 1
VPS54 1
VSIG4 1
VSIG8 1
VSX1 1
VSX2 1
VTI1A 1
VWA1 1
VWA2 1
VWA3B 1
VWC2 1
VXN 1
WAS 1
WASF1 1
WASF3 1
WASHC2C 1
WBP2 1
WDFY2 1
WDR24 1
WDR26 1
WDR37 1
WDR4 1
WDR41 1
WDR46 1
WDR54 1
WDR74 1
WDR76 1
WDR77 1
WDR82 1
WDR87 1
WDTC1 1
WFDC1 1
WFDC10B 1
WFDC11 1
WFDC12 1
WFDC13 1
WFDC5 1
WFDC9 1
WHRN 1
WIPI1 1
WIPI2 1
WIZ 1
WNT10A 1
WNT7A 1
WNT8A 1
XCR1 1
XIRP1 1
XIRP2 1
XKR6 1
XKR8 1
XKRX 1
XPNPEP1 1
XPNPEP2 1
XPOT 1
XRN2 1
XYLT1 1
YARS2 1
YEATS2 1
YES1 1
YIPF7 1
YPEL2 1
YPEL3 1
ZAP70 1
ZBED3 1
ZBED8 1
ZBTB10 1
ZBTB14 1
ZBTB16 1
ZBTB2 1
ZBTB20 1
ZBTB22 1
ZBTB26 1
ZBTB3 1
ZBTB37 1
ZBTB41 1
ZBTB42 1
ZBTB43 1
ZBTB44 1
ZBTB48 1
ZBTB7B 1
ZBTB7C 1
ZBTB8OS 1
ZC2HC1B 1
ZC2HC1C 1
ZC3H12C 1
ZC3H13 1
ZCCHC13 1
ZCCHC14 1
ZCCHC2 1
ZDHHC12 1
ZDHHC13 1
ZDHHC18 1
ZDHHC19 1
ZDHHC7 1
ZDHHC9 1
ZFAND5 1
ZFP14 1
ZFP2 1
ZFP41 1
ZFP64 1
ZFP69B 1
ZFP91 1
ZFR 1
ZFX 1
ZG16B 1
ZHX3 1
ZKSCAN5 1
ZMIZ2 1
ZMYM5 1
ZMYND12 1
ZMYND15 1
ZMYND19 1
ZNF124 1
ZNF135 1
ZNF142 1
ZNF143 1
ZNF155 1
ZNF160 1
ZNF184 1
ZNF19 1
ZNF2 1
ZNF208 1
ZNF266 1
ZNF267 1
ZNF276 1
ZNF28 1
ZNF280A 1
ZNF280D 1
ZNF282 1
ZNF285 1
ZNF30 1
ZNF300 1
ZNF324 1
ZNF334 1
ZNF335 1
ZNF341 1
ZNF343 1
ZNF35 1
ZNF354C 1
ZNF383 1
ZNF397 1
ZNF410 1
ZNF418 1
ZNF419 1
ZNF425 1
ZNF428 1
ZNF432 1
ZNF436 1
ZNF441 1
ZNF454 1
ZNF470 1
ZNF486 1
ZNF490 1
ZNF496 1
ZNF503 1
ZNF507 1
ZNF512B 1
ZNF518B 1
ZNF528 1
ZNF530 1
ZNF532 1
ZNF543 1
ZNF544 1
ZNF554 1
ZNF558 1
ZNF559 1
ZNF565 1
ZNF566 1
ZNF572 1
ZNF575 1
ZNF580 1
ZNF581 1
ZNF585A 1
ZNF587B 1
ZNF592 1
ZNF597 1
ZNF609 1
ZNF610 1
ZNF611 1
ZNF615 1
ZNF616 1
ZNF628 1
ZNF660 1
ZNF665 1
ZNF687 1
ZNF689 1
ZNF692 1
ZNF697 1
ZNF703 1
ZNF710 1
ZNF711 1
ZNF714 1
ZNF716 1
ZNF737 1
ZNF75D 1
ZNF763 1
ZNF768 1
ZNF77 1
ZNF780A 1
ZNF805 1
ZNF816 1
ZNF827 1
ZNF836 1
ZNF845 1
ZNF862 1
ZNF875 1
ZNF98 1
ZNF99 1
ZNHIT3 1
ZNRD2 1
ZP1 1
ZPBP 1
ZRANB3 1
ZSWIM2 1
ZSWIM3 1
ZSWIM6 1
ZWINT 1

8 Export data

#setwd('/usr3/graduate/osanborn/Projects/Achilles_Analysis/')
#write.csv(res.All, "CRISPR_WGD_KIF18A_Sensitivity_all_n362.csv", quote=FALSE, row.names=FALSE)

#write.csv(res.BRC, "CRISPR_WGD_KIF18A_Sensitivity_BRC_n21.csv", quote=FALSE, row.names=FALSE)

#write.csv(res.NSCLC, "CRISPR_WGD_KIF18A_Sensitivity_NSCLC_n66.csv", quote=FALSE, row.names=FALSE)

#KIF18A_Status <- cbind(KIF18A_Status, Subtype = sample.info.wgd$lineage_subtype)
#write.csv(KIF18A_Status, "WGD_KIF18A_Status_subtype.csv", quote=FALSE, row.names=TRUE)

9 Session info

sessionInfo()
## R version 4.2.1 (2022-06-23)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Big Sur ... 10.16
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] pROC_1.18.2      reshape2_1.4.4   forcats_0.5.2    stringr_1.4.1   
##  [5] purrr_0.3.5      readr_2.1.3      tidyr_1.2.1      tibble_3.1.8    
##  [9] tidyverse_1.3.2  ggrepel_0.9.3    kableExtra_1.3.4 knitr_1.40      
## [13] dplyr_1.0.10     ggplot2_3.3.6    gridExtra_2.3   
## 
## loaded via a namespace (and not attached):
##  [1] Rcpp_1.0.10         svglite_2.1.1       lubridate_1.8.0    
##  [4] assertthat_0.2.1    digest_0.6.30       utf8_1.2.2         
##  [7] plyr_1.8.8          R6_2.5.1            cellranger_1.1.0   
## [10] backports_1.4.1     reprex_2.0.2        evaluate_0.17      
## [13] highr_0.9           httr_1.4.4          pillar_1.8.1       
## [16] rlang_1.0.6         readxl_1.4.1        googlesheets4_1.0.1
## [19] rstudioapi_0.14     jquerylib_0.1.4     rmarkdown_2.17     
## [22] labeling_0.4.2      webshot_0.5.4       googledrive_2.0.0  
## [25] munsell_0.5.0       broom_1.0.1         modelr_0.1.9       
## [28] compiler_4.2.1      xfun_0.37           pkgconfig_2.0.3    
## [31] systemfonts_1.0.4   htmltools_0.5.3     tidyselect_1.2.0   
## [34] fansi_1.0.3         viridisLite_0.4.1   crayon_1.5.2       
## [37] tzdb_0.3.0          dbplyr_2.2.1        withr_2.5.0        
## [40] grid_4.2.1          jsonlite_1.8.3      gtable_0.3.1       
## [43] lifecycle_1.0.3     DBI_1.1.3           magrittr_2.0.3     
## [46] scales_1.2.1        cli_3.4.1           stringi_1.7.8      
## [49] cachem_1.0.6        farver_2.1.1        fs_1.5.2           
## [52] xml2_1.3.3          bslib_0.4.0         ellipsis_0.3.2     
## [55] generics_0.1.3      vctrs_0.5.0         tools_4.2.1        
## [58] glue_1.6.2          hms_1.1.2           fastmap_1.1.0      
## [61] yaml_2.3.6          colorspace_2.0-3    gargle_1.2.1       
## [64] rvest_1.0.3         haven_2.5.1         sass_0.4.2